Cladophora Microbiota, 2014, 16S Amplicon Analysis

#source('http://bioconductor.org/biocLite.R')
#biocLite('phyloseq')
library(phyloseq)
library(ggplot2)
library(plyr)
library(dplyr)
library(Rmisc)
library(DESeq2)
library(doParallel)
library(vegan)

# Load biom file. 
biom <- import_biom("OTU_table.biom", "~/Dropbox/clado-manuscript/Nephele/PipelineResults_NMEPINZ20QK1/nephele_outputs/tree.tre", parseFunction=parse_taxonomy_greengenes)
biom

# Load and merge sample metadata with read data (biom). 
sam.data <- read.csv(file="sample.data.csv", row.names=1, header=TRUE)
sam.data$Date <- as.factor(sam.data$Date)
sam.data$DateSite <- paste(sam.data$Date, sam.data$Site)
sample_data(biom) <- sam.data
sample_data(biom)

## Sample Data:        [52 samples by 6 sample variables]:
##        TreatmentGroup  Site Date                       Description
## C178N1          Early North  178 Sample of day 178 at site North 1
## C178P1          Early Point  178 Sample of day 178 at site Point 1
## C185P2          Early Point  185 Sample of day 185 at site Point 2
## C206N2           Late North  206 Sample of day 206 at site North 2
## C206P1           Late Point  206 Sample of day 206 at site Point 1
## C206P2           Late Point  206 Sample of day 206 at site Point 2
## C214P1           Late Point  214 Sample of day 214 at site Point 1
## C214P2           Late Point  214 Sample of day 214 at site Point 2
## C214P3           Late Point  214 Sample of day 214 at site Point 3
## C214S1           Late South  214 Sample of day 214 at site South 1
## C214S2           Late South  214 Sample of day 214 at site South 2
## C214S3           Late South  214 Sample of day 214 at site South 3
## C185P1          Early Point  185 Sample of day 185 at site Point 1
## C185P3          Early Point  185 Sample of day 185 at site Point 3
## C199P3           Late Point  199 Sample of day 199 at site Point 3
## C199S2           Late South  199 Sample of day 199 at site South 2
## C199S3           Late South  199 Sample of day 199 at site South 3
## C206N1           Late North  206 Sample of day 206 at site North 1
## C178P2          Early Point  178 Sample of day 178 at site Point 2
## C199N3           Late North  199 Sample of day 199 at site North 3
## C206S1           Late South  206 Sample of day 206 at site South 1
## C214N3           Late North  214 Sample of day 214 at site North 3
## C199N2           Late North  199 Sample of day 199 at site North 2
## C206N3           Late North  206 Sample of day 206 at site North 3
## C206S2           Late South  206 Sample of day 206 at site South 2
## C199N1           Late North  199 Sample of day 199 at site North 1
## C199P1           Late Point  199 Sample of day 199 at site Point 1
## C199S1           Late South  199 Sample of day 199 at site South 1
## C214N1           Late North  214 Sample of day 214 at site North 1
## C172P1          Early Point  172 Sample of day 172 at site Point 1
## C199P2           Late Point  199 Sample of day 199 at site Point 2
## C172N3          Early North  172 Sample of day 172 at site North 3
## C172S3          Early South  172 Sample of day 172 at site South 3
## C178S2          Early South  178 Sample of day 178 at site South 2
## C178P3          Early Point  178 Sample of day 178 at site Point 3
## C178S3          Early South  178 Sample of day 178 at site South 3
## C172N1          Early North  172 Sample of day 172 at site North 1
## C172S1          Early South  172 Sample of day 172 at site South 1
## C178N3          Early North  178 Sample of day 178 at site North 3
## C185N2          Early North  185 Sample of day 185 at site North 2
## C185N3          Early North  185 Sample of day 185 at site North 3
## C185S3          Early South  185 Sample of day 185 at site South 3
## C214N2           Late North  214 Sample of day 214 at site North 2
## C172P2          Early Point  172 Sample of day 172 at site Point 2
## C185S2          Early South  185 Sample of day 185 at site South 2
## C172P3          Early Point  172 Sample of day 172 at site Point 3
## C185N1          Early North  185 Sample of day 185 at site North 1
## C172N2          Early North  172 Sample of day 172 at site North 2
## C178S1          Early South  178 Sample of day 178 at site South 1
## C185S1          Early South  185 Sample of day 185 at site South 1
## C172S2          Early South  172 Sample of day 172 at site South 2
## C178N2          Early North  178 Sample of day 178 at site North 2
##        SampleID.1  DateSite
## C178N1     C178N1 178 North
## C178P1     C178P1 178 Point
## C185P2     C185P2 185 Point
## C206N2     C206N2 206 North
## C206P1     C206P1 206 Point
## C206P2     C206P2 206 Point
## C214P1     C214P1 214 Point
## C214P2     C214P2 214 Point
## C214P3     C214P3 214 Point
## C214S1     C214S1 214 South
## C214S2     C214S2 214 South
## C214S3     C214S3 214 South
## C185P1     C185P1 185 Point
## C185P3     C185P3 185 Point
## C199P3     C199P3 199 Point
## C199S2     C199S2 199 South
## C199S3     C199S3 199 South
## C206N1     C206N1 206 North
## C178P2     C178P2 178 Point
## C199N3     C199N3 199 North
## C206S1     C206S1 206 South
## C214N3     C214N3 214 North
## C199N2     C199N2 199 North
## C206N3     C206N3 206 North
## C206S2     C206S2 206 South
## C199N1     C199N1 199 North
## C199P1     C199P1 199 Point
## C199S1     C199S1 199 South
## C214N1     C214N1 214 North
## C172P1     C172P1 172 Point
## C199P2     C199P2 199 Point
## C172N3     C172N3 172 North
## C172S3     C172S3 172 South
## C178S2     C178S2 178 South
## C178P3     C178P3 178 Point
## C178S3     C178S3 178 South
## C172N1     C172N1 172 North
## C172S1     C172S1 172 South
## C178N3     C178N3 178 North
## C185N2     C185N2 185 North
## C185N3     C185N3 185 North
## C185S3     C185S3 185 South
## C214N2     C214N2 214 North
## C172P2     C172P2 172 Point
## C185S2     C185S2 185 South
## C172P3     C172P3 172 Point
## C185N1     C185N1 185 North
## C172N2     C172N2 172 North
## C178S1     C178S1 178 South
## C185S1     C185S1 185 South
## C172S2     C172S2 172 South
## C178N2     C178N2 178 North

# Normalize by relative abundance. 
biom.relabund <- transform_sample_counts(biom, function(x) x / sum(x))

# Ordination plot, k = 3. 
ordNMDS.k3 <- ordinate(biom.relabund, method="NMDS", distance="bray", k=3)

## Run 0 stress 0.07869986 
## Run 1 stress 0.0786998 
## ... New best solution
## ... Procrustes: rmse 0.0009877718  max resid 0.0044797 
## ... Similar to previous best
## Run 2 stress 0.0787012 
## ... Procrustes: rmse 0.001110097  max resid 0.005399718 
## ... Similar to previous best
## Run 3 stress 0.07871181 
## ... Procrustes: rmse 0.001819139  max resid 0.009386812 
## ... Similar to previous best
## Run 4 stress 0.07869938 
## ... New best solution
## ... Procrustes: rmse 0.0009256893  max resid 0.004133729 
## ... Similar to previous best
## Run 5 stress 0.08696017 
## Run 6 stress 0.07870121 
## ... Procrustes: rmse 0.0001824484  max resid 0.0009640691 
## ... Similar to previous best
## Run 7 stress 0.07869926 
## ... New best solution
## ... Procrustes: rmse 7.408391e-05  max resid 0.0001697463 
## ... Similar to previous best
## Run 8 stress 0.08334372 
## Run 9 stress 0.07869989 
## ... Procrustes: rmse 0.0007655557  max resid 0.002896714 
## ... Similar to previous best
## Run 10 stress 0.08695896 
## Run 11 stress 0.07869866 
## ... New best solution
## ... Procrustes: rmse 0.0005476367  max resid 0.002194625 
## ... Similar to previous best
## Run 12 stress 0.08334112 
## Run 13 stress 0.07869835 
## ... New best solution
## ... Procrustes: rmse 0.0003522905  max resid 0.001232096 
## ... Similar to previous best
## Run 14 stress 0.07869876 
## ... Procrustes: rmse 0.0001186533  max resid 0.0004022819 
## ... Similar to previous best
## Run 15 stress 0.07869838 
## ... Procrustes: rmse 0.0002922365  max resid 0.001399838 
## ... Similar to previous best
## Run 16 stress 0.08334152 
## Run 17 stress 0.08804398 
## Run 18 stress 0.08695843 
## Run 19 stress 0.07869914 
## ... Procrustes: rmse 0.0001606165  max resid 0.0005462207 
## ... Similar to previous best
## Run 20 stress 0.08696109 
## *** Solution reached

ord.k3 <- plot_ordination(biom.relabund, ordNMDS.k3, shape="Site", color = "Date") + geom_point(size=3)
ord.k3 + labs(title = "Cladophora, 2014") + theme_bw()

df = as(sample_data(biom), "data.frame")
d = phyloseq::distance(biom, "bray")
clado.adonis = adonis(d ~ Date*Site, df)
clado.adonis

## 
## Call:
## adonis(formula = d ~ Date * Site, data = df) 
## 
## Permutation: free
## Number of permutations: 999
## 
## Terms added sequentially (first to last)
## 
##           Df SumsOfSqs MeanSqs F.Model      R2 Pr(>F)    
## Date       5    3.1945 0.63890 17.4143 0.41338  0.001 ***
## Site       2    1.5561 0.77804 21.2068 0.20136  0.001 ***
## Date:Site 10    1.7298 0.17298  4.7148 0.22384  0.001 ***
## Residuals 34    1.2474 0.03669         0.16142           
## Total     51    7.7278                 1.00000           
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

biom.rich.est <- estimate_richness(biom, measures = NULL)
biom.rich.est$SampleID.1 <- row.names(biom.rich.est)
biom.rich.est <- merge(biom.rich.est, sam.data, by = "SampleID.1")
biom.rich.est$Date <- as.character(biom.rich.est$Date)
biom.rich.est$Date <- as.numeric(biom.rich.est$Date)
head(biom.rich.est)

##   SampleID.1 Observed    Chao1  se.chao1      ACE   se.ACE  Shannon
## 1     C172N1     5139 6770.782  99.67941 7316.921 48.50633 5.444561
## 2     C172N2     5236 7017.650 107.98761 7420.840 47.98329 5.649933
## 3     C172N3     6890 8499.605  90.45120 9053.801 49.75824 5.980043
## 4     C172P1     2936 4855.835 138.81016 5427.422 47.24285 4.851552
## 5     C172P2     4833 7043.680 130.90171 7619.611 51.59008 5.306940
## 6     C172P3     3750 5099.247  96.43281 5368.421 41.19882 4.824680
##     Simpson InvSimpson    Fisher TreatmentGroup  Site Date
## 1 0.9874631   79.76426  896.0810          Early North  172
## 2 0.9892749   93.23962 1001.0057          Early North  172
## 3 0.9899773   99.77399 1361.3171          Early North  172
## 4 0.9767986   43.10086  520.1978          Early Point  172
## 5 0.9803746   50.95444  904.5831          Early Point  172
## 6 0.9400545   16.68183  655.5148          Early Point  172
##                         Description  DateSite
## 1 Sample of day 172 at site North 1 172 North
## 2 Sample of day 172 at site North 2 172 North
## 3 Sample of day 172 at site North 3 172 North
## 4 Sample of day 172 at site Point 1 172 Point
## 5 Sample of day 172 at site Point 2 172 Point
## 6 Sample of day 172 at site Point 3 172 Point

# Plot observed richness. 
biom.rich.est.obs <- summarySE(biom.rich.est, measurevar="Observed", groupvars=c("Date","Site"))
p.obs <- ggplot(biom.rich.est.obs, aes(x=Date, y=Observed, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=Observed-se, ymax=Observed+se)) + geom_line()
p.obs + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))

# Plot Shanon index richness. 
biom.rich.est.sha <- summarySE(biom.rich.est, measurevar="Shannon", groupvars=c("Date","Site"))
p.sha <- ggplot(biom.rich.est.sha, aes(x=Date, y=Shannon, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=Shannon-se, ymax=Shannon+se)) + geom_line()
p.sha + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))

# Find top 30 genera and subset biom.relabund. 
sort.genera <- sort(tapply(taxa_sums(biom.relabund), tax_table(biom.relabund)[, "Genus"], sum), TRUE)
top.genera <- sort.genera[1:30]
top.genera.list <- names(top.genera)
biom.relabund.subset = subset_taxa(biom.relabund, Genus %in% top.genera.list)
biom.relabund.subset.taxa <- subset_taxa(biom.relabund.subset, Genus %in% as.factor(top.genera.list))
biom.relabund.subset.taxa

## phyloseq-class experiment-level object
## otu_table()   OTU Table:         [ 9093 taxa and 52 samples ]
## sample_data() Sample Data:       [ 52 samples by 6 sample variables ]
## tax_table()   Taxonomy Table:    [ 9093 taxa by 8 taxonomic ranks ]
## phy_tree()    Phylogenetic Tree: [ 9093 tips and 9089 internal nodes ]

relabund.top.genera <- psmelt(biom.relabund.subset.taxa)
relabund.top.genera.genus <- relabund.top.genera%>%
  group_by(Sample, Genus)%>%
  mutate(GenusAbundance = sum(Abundance))%>%
  distinct(Sample, GenusAbundance, TreatmentGroup, Site, Date, Family, Genus)
head(relabund.top.genera.genus)

## Source: local data frame [6 x 9]
## Groups: Sample, Genus [6]
## 
##   Sample GenusAbundance TreatmentGroup   Site   Date          Family
##    <chr>          <dbl>         <fctr> <fctr> <fctr>          <fctr>
## 1 C178S2     0.14728018          Early  South    178 Crenotrichaceae
## 2 C206N2     0.07541493           Late  North    206      Thermaceae
## 3 C199S1     0.12408425           Late  South    199 Crenotrichaceae
## 4 C185S1     0.12728636          Early  South    185 Crenotrichaceae
## 5 C199S3     0.10486769           Late  South    199 Crenotrichaceae
## 6 C172S1     0.10894857          Early  South    172   Cytophagaceae
## # ... with 3 more variables: Genus <fctr>, Sample <chr>, Genus <fctr>

# Summary of genus abundance of top 30 genera. 
relabund.top.genera.genus.est <- summarySE(relabund.top.genera.genus, measurevar="GenusAbundance", groupvars=c("Site","Date", "Genus"))
head(relabund.top.genera.genus.est)

##    Site Date         Genus N GenusAbundance           sd           se
## 1 North  172   Armatimonas 3   0.0082179013 0.0037601213 0.0021709070
## 2 North  172  Bdellovibrio 3   0.0023540936 0.0001963925 0.0001133873
## 3 North  172    Cellvibrio 3   0.0058399987 0.0066066072 0.0038143264
## 4 North  172          CM44 3   0.0088329518 0.0005298073 0.0003058844
## 5 North  172    Crenothrix 3   0.0008092387 0.0004823472 0.0002784833
## 6 North  172 Dechloromonas 3   0.0019270556 0.0026318679 0.0015195096
##             ci
## 1 0.0093406591
## 2 0.0004878661
## 3 0.0164117220
## 4 0.0013161143
## 5 0.0011982168
## 6 0.0065379223

relabund.top.genera.genus.est$Date <- as.character(relabund.top.genera.genus.est$Date)
relabund.top.genera.genus.est$Date <- as.numeric(relabund.top.genera.genus.est$Date)

# Plot summary of genus abundance of top 30 genera. 
p <- ggplot(relabund.top.genera.genus.est, aes(x=Date, y=GenusAbundance, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=GenusAbundance-se, ymax=GenusAbundance+se)) +  geom_line() + facet_wrap(~Genus, ncol = 3, scales="free_y")
p + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))

# Find methanotrophic bacteria by genus. 
methanolist <- read.table(file = "methanos.txt")
methanolist <- as.vector(methanolist$V1)
biom.relabund.methanos <- subset_taxa(biom.relabund, Genus %in% as.factor(methanolist))
biom.relabund.methanos

## phyloseq-class experiment-level object
## otu_table()   OTU Table:         [ 567 taxa and 52 samples ]
## sample_data() Sample Data:       [ 52 samples by 6 sample variables ]
## tax_table()   Taxonomy Table:    [ 567 taxa by 8 taxonomic ranks ]
## phy_tree()    Phylogenetic Tree: [ 567 tips and 566 internal nodes ]

relabund.methanos <- psmelt(biom.relabund.methanos)
relabund.methanos.genus <- relabund.methanos%>%
  group_by(Sample, Genus)%>%
  mutate(GenusAbundance = sum(Abundance))%>%
  distinct(Sample, GenusAbundance, TreatmentGroup, Site, Date, Family, Genus)
relabund.methanos.genus.est <- summarySE(relabund.methanos.genus, measurevar="GenusAbundance", groupvars=c("Site","Date", "Genus"))
head(relabund.methanos.genus.est)

##    Site Date            Genus N GenusAbundance           sd           se
## 1 North  172       Crenothrix 3   8.092387e-04 4.823472e-04 2.784833e-04
## 2 North  172      Methylibium 3   6.600147e-04 3.800437e-04 2.194183e-04
## 3 North  172    Methylocaldum 3   7.717447e-05 5.988775e-05 3.457621e-05
## 4 North  172 Methylomicrobium 3   0.000000e+00 0.000000e+00 0.000000e+00
## 5 North  172     Methylomonas 3   1.097031e-04 2.736128e-06 1.579704e-06
## 6 North  172     Methylosinus 3   4.677898e-05 2.432451e-05 1.404376e-05
##             ci
## 1 1.198217e-03
## 2 9.440809e-04
## 3 1.487694e-04
## 4 0.000000e+00
## 5 6.796919e-06
## 6 6.042543e-05

relabund.methanos.genus.est$Date <- as.character(relabund.methanos.genus.est$Date)
relabund.methanos.genus.est$Date <- as.numeric(relabund.methanos.genus.est$Date)

# Plot summary of genus abundance of methanotrophic genera. 
p <- ggplot(relabund.methanos.genus.est, aes(x=Date, y=GenusAbundance, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=GenusAbundance-se, ymax=GenusAbundance+se)) +  geom_line() + facet_wrap(~Genus, ncol = 3, scales="free_y")
p + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))

# Find all genera
all.genera <- sort(get_taxa_unique(biom.relabund, "Genus"), decreasing=FALSE)
biom.relabund.all.genera <- subset_taxa(biom.relabund, Genus %in% as.factor(all.genera))
biom.relabund.all.genera <- psmelt(biom.relabund.all.genera)
biom.relabund.all.genera.genus <- biom.relabund.all.genera%>%
  group_by(Sample, Genus)%>%
  mutate(GenusAbundance = sum(Abundance))%>%
  distinct(Sample, GenusAbundance, TreatmentGroup, Site, Date, Family, Genus)

biom.relabund.all.genera.genus.est <- summarySE(biom.relabund.all.genera.genus, measurevar="GenusAbundance", groupvars=c("Site","Date", "Genus"))
head(biom.relabund.all.genera.genus.est)

##    Site Date           Genus N GenusAbundance           sd           se
## 1 North  172             A17 3   1.044934e-05 7.240333e-06 4.180208e-06
## 2 North  172   Achromobacter 3   1.205785e-06 2.088482e-06 1.205785e-06
## 3 North  172 Acidaminobacter 3   2.030206e-05 3.516421e-05 2.030206e-05
## 4 North  172      Acidocella 3   0.000000e+00 0.000000e+00 0.000000e+00
## 5 North  172      Acidovorax 3   4.023211e-05 3.508560e-05 2.025668e-05
## 6 North  172   Acinetobacter 3   1.395043e-04 1.803168e-04 1.041059e-04
##             ci
## 1 1.798598e-05
## 2 5.188076e-06
## 3 8.735273e-05
## 4 0.000000e+00
## 5 8.715747e-05
## 6 4.479317e-04

biom.relabund.all.genera.genus.est$Date <- as.character(biom.relabund.all.genera.genus.est$Date)
biom.relabund.all.genera.genus.est$Date <- as.numeric(biom.relabund.all.genera.genus.est$Date)
p <- ggplot(biom.relabund.all.genera.genus.est, aes(x=Date, y=GenusAbundance, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=GenusAbundance-se, ymax=GenusAbundance+se)) +  geom_line() + facet_wrap(~Genus, ncol = 3, scales="free_y")
p + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))

# We want to calculate the total relative abundance of each phylum. 
# "melt" the phyloseq data into a dataframe and then take the top X most abundant phyla. 
biom.melt <- psmelt(biom)
biom.melt.sorted <- biom.melt %>%
  group_by(Sample,Phylum) %>%
  summarize(PhyAbund = sum(Abundance))%>%
  group_by(Phylum)%>%
  summarize(MeanPhyAbund = mean(PhyAbund))%>%
  arrange(-MeanPhyAbund)

# List of nPhyla top most abundant phyla. 
nPhyla = 13
PhylumList <- biom.melt.sorted[1:nPhyla,1]
PhylumList <- PhylumList[is.na(PhylumList)==FALSE,]
PhylumList <- levels(droplevels(as.factor(PhylumList$Phylum)))
PhylumList

##  [1] "[Thermi]"         "Acidobacteria"    "Actinobacteria"  
##  [4] "Armatimonadetes"  "Bacteroidetes"    "Cyanobacteria"   
##  [7] "Gemmatimonadetes" "GN02"             "Planctomycetes"  
## [10] "Proteobacteria"   "SR1"              "Verrucomicrobia"

# Subset biom.melt for phyla. 
biom.subset <- subset_taxa(biom, Phylum %in% PhylumList)
biom.subset.melt <- psmelt(biom.subset)
biom.subset.melt.sorted = biom.subset.melt %>%
  group_by(Sample,Site,Date,Phylum) %>%
  summarize(PhyAbund = sum(Abundance))

# Summarize phylum abundances and plot. 
biom.subset.melt.sorted.est <- summarySE(biom.subset.melt.sorted, measurevar="PhyAbund", groupvars=c("Site","Date", "Phylum"))
head(biom.subset.melt.sorted.est)

##    Site Date          Phylum N  PhyAbund        sd       se        ci
## 1 North  172        [Thermi] 3  8295.333  4982.265 2876.512 12376.632
## 2 North  172   Acidobacteria 3 12588.333  7980.641 4607.625 19825.011
## 3 North  172  Actinobacteria 3  9579.667  3509.989 2026.493  8719.297
## 4 North  172 Armatimonadetes 3  1996.667  1313.123  758.132  3261.979
## 5 North  172   Bacteroidetes 3 89137.667 16607.997 9588.632 41256.552
## 6 North  172   Cyanobacteria 3  8193.000  6304.118 3639.684 15660.297

biom.subset.melt.sorted.est$Date <- as.character(biom.subset.melt.sorted.est$Date)
biom.subset.melt.sorted.est$Date <- as.numeric(biom.subset.melt.sorted.est$Date)

# Plot top phyla abundances. 
p <- ggplot(biom.subset.melt.sorted.est, aes(x=Date, y=PhyAbund, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=PhyAbund-se, ymax=PhyAbund+se)) +  geom_line() + facet_wrap(~Phylum, ncol = 3, scales="free_y")
p + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10)) + labs(x="Amendment",y="Relative abundance")

# Find top 30 classes and subset biom.relabund. 
sort.classes <- sort(tapply(taxa_sums(biom.relabund), tax_table(biom.relabund)[, "Class"], sum), TRUE)
top.classes <- sort.classes[1:30]
top.classes.list <- names(top.classes)
biom.relabund.subset = subset_taxa(biom.relabund, Class %in% top.classes.list)
biom.relabund.subset.taxa <- subset_taxa(biom.relabund.subset, Class %in% as.factor(top.classes.list))
biom.relabund.subset.taxa

## phyloseq-class experiment-level object
## otu_table()   OTU Table:         [ 38156 taxa and 52 samples ]
## sample_data() Sample Data:       [ 52 samples by 6 sample variables ]
## tax_table()   Taxonomy Table:    [ 38156 taxa by 8 taxonomic ranks ]
## phy_tree()    Phylogenetic Tree: [ 38156 tips and 38142 internal nodes ]

relabund.top.classes <- psmelt(biom.relabund.subset.taxa)
relabund.top.classes.class <- relabund.top.classes%>%
  group_by(Sample, Class)%>%
  mutate(ClassAbundance = sum(Abundance))%>%
  distinct(Sample, ClassAbundance, TreatmentGroup, Site, Date, Family, Class)
head(relabund.top.classes.class)

## Source: local data frame [6 x 9]
## Groups: Sample, Class [6]
## 
##   Sample ClassAbundance TreatmentGroup   Site   Date         Family
##    <chr>          <dbl>         <fctr> <fctr> <fctr>         <fctr>
## 1 C172P3     0.23738795          Early  Point    172             NA
## 2 C206N3     0.26388151           Late  North    206 Aeromonadaceae
## 3 C172P1     0.11058546          Early  Point    172             NA
## 4 C172P2     0.10907884          Early  Point    172             NA
## 5 C199N2     0.09505672           Late  North    199             NA
## 6 C206N2     0.09321112           Late  North    206             NA
## # ... with 3 more variables: Class <fctr>, Sample <chr>, Class <fctr>

# Summary of class abundance of top 30 classes. 
relabund.top.classes.class.est <- summarySE(relabund.top.classes.class, measurevar="ClassAbundance", groupvars=c("Site","Date", "Class"))
head(relabund.top.classes.class.est)

##    Site Date                Class  N ClassAbundance           sd
## 1 North  172 [Chloracidobacteria]  9    0.039306658 0.0176302507
## 2 North  172       [Pedosphaerae] 18    0.001325860 0.0001686127
## 3 North  172        [Saprospirae]  9    0.191751831 0.0190289005
## 4 North  172       Acidimicrobiia 33    0.038384578 0.0085857752
## 5 North  172      Acidobacteria-6  9    0.003818652 0.0006679931
## 6 North  172       Actinobacteria 63    0.003232369 0.0001236175
##             se           ci
## 1 5.876750e-03 1.355181e-02
## 2 3.974240e-05 8.384913e-05
## 3 6.342967e-03 1.462691e-02
## 4 1.494592e-03 3.044383e-03
## 5 2.226644e-04 5.134650e-04
## 6 1.557434e-05 3.113266e-05

relabund.top.classes.class.est$Date <- as.character(relabund.top.classes.class.est$Date)
relabund.top.classes.class.est$Date <- as.numeric(relabund.top.classes.class.est$Date)

# Plot summary of class abundance of top 30 classes. 
p <- ggplot(relabund.top.classes.class.est, aes(x=Date, y=ClassAbundance, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=ClassAbundance-se, ymax=ClassAbundance+se)) +  geom_line() + facet_wrap(~Class, ncol = 3, scales="free_y")
p + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))

# Find all classes
all.classes <- sort(get_taxa_unique(biom.relabund, "Class"), decreasing=FALSE)
biom.relabund.all.classes <- subset_taxa(biom.relabund, Class %in% as.factor(all.classes))
biom.relabund.all.classes <- psmelt(biom.relabund.all.classes)
biom.relabund.all.classes.class <- biom.relabund.all.classes%>%
  group_by(Sample, Class)%>%
  mutate(ClassAbundance = sum(Abundance))%>%
  distinct(Sample, ClassAbundance, TreatmentGroup, Site, Date, Family, Class)

biom.relabund.all.classes.class.est <- summarySE(biom.relabund.all.classes.class, measurevar="ClassAbundance", groupvars=c("Site","Date", "Class"))
head(biom.relabund.all.classes.class.est)

##    Site Date                Class N ClassAbundance           sd
## 1 North  172       [Brachyspirae] 6   0.000000e+00 0.000000e+00
## 2 North  172       [Brevinematae] 3   0.000000e+00 0.000000e+00
## 3 North  172 [Chloracidobacteria] 9   3.930666e-02 1.763025e-02
## 4 North  172        [Cloacamonae] 6   0.000000e+00 0.000000e+00
## 5 North  172     [Fimbriimonadia] 3   2.686822e-05 1.191337e-05
## 6 North  172      [Lentisphaeria] 6   1.561697e-06 2.419371e-06
##             se           ci
## 1 0.000000e+00 0.000000e+00
## 2 0.000000e+00 0.000000e+00
## 3 5.876750e-03 1.355181e-02
## 4 0.000000e+00 0.000000e+00
## 5 6.878186e-06 2.959445e-05
## 6 9.877040e-07 2.538974e-06

biom.relabund.all.classes.class.est$Date <- as.character(biom.relabund.all.classes.class.est$Date)
biom.relabund.all.classes.class.est$Date <- as.numeric(biom.relabund.all.classes.class.est$Date)
biom.relabund.all.classes.class.est

##       Site Date                 Class  N ClassAbundance           sd
## 1    North  172        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 2    North  172        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 3    North  172  [Chloracidobacteria]  9   3.930666e-02 1.763025e-02
## 4    North  172         [Cloacamonae]  6   0.000000e+00 0.000000e+00
## 5    North  172      [Fimbriimonadia]  3   2.686822e-05 1.191337e-05
## 6    North  172       [Lentisphaeria]  6   1.561697e-06 2.419371e-06
## 7    North  172         [Leptospirae]  6   7.186091e-05 7.584019e-05
## 8    North  172   [Methylacidiphilae]  6   3.123394e-06 4.838742e-06
## 9    North  172         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 10   North  172        [Pedosphaerae] 18   1.325860e-03 1.686127e-04
## 11   North  172         [Rhodothermi]  3   4.914373e-06 4.701892e-06
## 12   North  172         [Saprospirae]  9   1.917518e-01 1.902890e-02
## 13   North  172      [Spartobacteria]  9   3.171535e-04 7.688566e-05
## 14   North  172        028H05-P-BN-P5  3   5.091073e-05 3.790525e-05
## 15   North  172              0319-6E2  3   3.581957e-06 6.204131e-06
## 16   North  172                 12-24  3   1.717867e-05 2.975433e-05
## 17   North  172                3BR-5F  3   1.005803e-05 8.771401e-06
## 18   North  172                4C0d-2  3   1.246779e-04 5.324910e-05
## 19   North  172                  ABY1  3   8.496330e-06 8.094856e-06
## 20   North  172        Acidimicrobiia 33   3.838458e-02 8.585775e-03
## 21   North  172       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 22   North  172       Acidobacteria-6  9   3.818652e-03 6.679931e-04
## 23   North  172        Actinobacteria 63   3.232369e-03 1.236175e-04
## 24   North  172   Alphaproteobacteria 69   1.649941e-01 2.453526e-02
## 25   North  172          Anaerolineae 21   1.166873e-03 7.878947e-04
## 26   North  172         Armatimonadia  3   8.340168e-03 3.807563e-03
## 27   North  172                  B142  3   6.705351e-06 5.847601e-06
## 28   North  172               Bacilli 33   9.234315e-05 1.354437e-05
## 29   North  172           Bacteroidia 27   3.037096e-03 3.668845e-03
## 30   North  172                  BB34  3   8.267049e-06 7.348204e-06
## 31   North  172                 BD1-5  3   3.376196e-03 5.365092e-04
## 32   North  172                 BD4-9  3   0.000000e+00 0.000000e+00
## 33   North  172                BD7-11  3   1.676338e-05 1.461900e-05
## 34   North  172    Betaproteobacteria 42   1.341845e-01 1.222668e-02
## 35   North  172                 BME43  3   3.114269e-04 1.850087e-04
## 36   North  172                BPC102  3   4.685092e-06 8.114817e-06
## 37   North  172                 BS119  3   0.000000e+00 0.000000e+00
## 38   North  172                 BSV26  3   8.080438e-05 9.663447e-05
## 39   North  172                    C6  3   4.841261e-05 8.385311e-05
## 40   North  172            Chlamydiia 15   8.237750e-05 6.658664e-05
## 41   North  172           Chloroflexi  9   1.112431e-04 9.097948e-05
## 42   North  172           Chloroplast  9   1.379017e-02 9.856275e-03
## 43   North  172      Chthonomonadetes  6   8.954892e-06 1.387286e-05
## 44   North  172             CK-1C4-19  3   5.870233e-05 4.798475e-05
## 45   North  172            Clostridia 36   5.803933e-04 2.446444e-04
## 46   North  172        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 47   North  172            Cytophagia 15   9.416565e-02 1.985182e-02
## 48   North  172     Dehalococcoidetes  6   1.561697e-06 2.419371e-06
## 49   North  172            Deinococci  9   3.529099e-02 1.239061e-02
## 50   North  172   Deltaproteobacteria 78   1.586934e-02 1.210423e-03
## 51   North  172             Ellin6529  3   3.638102e-04 4.773855e-04
## 52   North  172         Elusimicrobia  3   1.561697e-06 2.704939e-06
## 53   North  172          Endomicrobia  3   0.000000e+00 0.000000e+00
## 54   North  172 Epsilonproteobacteria  6   2.186376e-05 3.387119e-05
## 55   North  172       Erysipelotrichi  3   1.640747e-05 1.179794e-05
## 56   North  172                   F38  3   0.000000e+00 0.000000e+00
## 57   North  172         Fibrobacteria  6   4.301570e-05 6.112134e-05
## 58   North  172        Flavobacteriia 12   1.000691e-01 3.229694e-02
## 59   North  172         Fusobacteriia  9   5.538150e-05 2.054589e-05
## 60   North  172   Gammaproteobacteria 96   4.623499e-02 2.368133e-02
## 61   North  172                Gemm-1  3   6.291389e-05 5.922345e-05
## 62   North  172                Gemm-3  3   0.000000e+00 0.000000e+00
## 63   North  172      Gemmatimonadetes  9   1.654567e-03 3.606342e-04
## 64   North  172           Gitt-GS-136  3   6.246789e-06 1.081976e-05
## 65   North  172              GKS2-174  3   1.436614e-04 1.153577e-04
## 66   North  172 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 67   North  172                  GN05  3   0.000000e+00 0.000000e+00
## 68   North  172                  GN15  3   2.677813e-05 4.181438e-05
## 69   North  172            Holophagae  6   8.926531e-05 8.994718e-05
## 70   North  172        Ignavibacteria  6   1.388790e-04 1.062877e-04
## 71   North  172                 IIB17  3   0.000000e+00 0.000000e+00
## 72   North  172                iii1-8  3   7.361649e-05 8.231657e-05
## 73   North  172                koll11  3   6.246789e-06 1.081976e-05
## 74   North  172                  KSB1  3   0.000000e+00 0.000000e+00
## 75   North  172       Ktedonobacteria  3   4.685092e-06 8.114817e-06
## 76   North  172             MB-A2-108  3   4.685092e-06 8.114817e-06
## 77   North  172                   MCG  3   4.685092e-06 8.114817e-06
## 78   North  172       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 79   North  172             ML635J-21  3   9.026898e-05 7.581828e-05
## 80   North  172            Mollicutes  6   4.218752e-05 3.159912e-05
## 81   North  172                 MSBL6  3   0.000000e+00 0.000000e+00
## 82   North  172                MVP-15  3   0.000000e+00 0.000000e+00
## 83   North  172                MVP-21  3   0.000000e+00 0.000000e+00
## 84   North  172            Nitrospira  9   3.169511e-04 2.814620e-04
## 85   North  172      Nostocophycideae 12   2.110447e-04 2.213840e-04
## 86   North  172              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 87   North  172                 OM190  3   4.349201e-03 1.070492e-03
## 88   North  172                   OP5  3   3.973268e-06 3.669507e-06
## 89   North  172                 OP8_1  3   1.790978e-06 3.102066e-06
## 90   North  172                 OP8_2  3   3.973268e-06 3.669507e-06
## 91   North  172                 OPB41  3   1.490515e-05 1.988286e-05
## 92   North  172                 OPB56  3   3.929041e-04 2.644518e-04
## 93   North  172              Opitutae 12   4.426294e-04 4.056702e-04
## 94   North  172                  OS-K  3   1.263163e-05 1.182037e-05
## 95   North  172 Oscillatoriophycideae 18   7.738647e-04 6.682206e-04
## 96   North  172                PBS-25  3   1.561697e-06 2.704939e-06
## 97   North  172         Phycisphaerae  6   1.463860e-03 8.373292e-04
## 98   North  172                  Pla3  3   1.139044e-05 1.172602e-05
## 99   North  172        Planctomycetia 15   1.273890e-02 5.494993e-03
## 100  North  172                PRR-11  3   7.631317e-05 8.651372e-05
## 101  North  172                PRR-12  9   4.439139e-05 3.853498e-05
## 102  North  172                  RB25  3   1.561697e-05 2.704939e-05
## 103  North  172                  S085  3   3.617356e-06 6.265445e-06
## 104  North  172              SAW1_B44  3   0.000000e+00 0.000000e+00
## 105  North  172                SBRH58  3   0.000000e+00 0.000000e+00
## 106  North  172                   SC3  3   1.809579e-05 1.665947e-05
## 107  North  172                  SC72  3   0.000000e+00 0.000000e+00
## 108  North  172               SHA-109  3   0.000000e+00 0.000000e+00
## 109  North  172               SHA-114  3   0.000000e+00 0.000000e+00
## 110  North  172                SHA-37  3   9.828746e-06 9.403785e-06
## 111  North  172               SJA-176  3   9.828746e-06 9.403785e-06
## 112  North  172                SJA-28  3   8.939194e-05 1.081113e-04
## 113  North  172                 SJA-4  3   1.405527e-05 2.434445e-05
## 114  North  172                  SL56  3   0.000000e+00 0.000000e+00
## 115  North  172                SM1A07  3   0.000000e+00 0.000000e+00
## 116  North  172                SM2F11  3   1.697223e-05 1.674852e-05
## 117  North  172          Solibacteres 12   1.019243e-02 3.360872e-03
## 118  North  172      Sphingobacteriia  9   7.461864e-03 2.083922e-03
## 119  North  172          Spirochaetes  9   2.017189e-04 2.358410e-04
## 120  North  172               Sva0725  3   1.187469e-04 8.426112e-05
## 121  North  172 Synechococcophycideae 15   1.820756e-02 7.056876e-03
## 122  North  172           Synergistia  3   0.000000e+00 0.000000e+00
## 123  North  172                  TA18  3   1.433596e-03 1.412896e-03
## 124  North  172                   TG3  9   7.590624e-06 8.129322e-06
## 125  North  172       Thermoleophilia 15   5.194062e-04 9.946455e-05
## 126  North  172        Thermomicrobia  3   5.238991e-04 2.899950e-04
## 127  North  172        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 128  North  172                  TK10  6   3.123394e-06 4.838742e-06
## 129  North  172                  TK17  3   2.806259e-05 1.206040e-05
## 130  North  172                 TM7-1  3   2.807786e-03 1.090383e-03
## 131  North  172                 TM7-3  3   3.520721e-05 5.483468e-05
## 132  North  172                TSBW08  3   4.249307e-05 3.774401e-05
## 133  North  172             vadinHA49  3   9.044598e-05 2.523208e-05
## 134  North  172           VC2_1_Bac22  3   2.364218e-05 4.314647e-06
## 135  North  172             Verruco-5 12   1.318488e-04 1.269907e-04
## 136  North  172      Verrucomicrobiae  3   2.973987e-03 5.876502e-04
## 137  North  172              WCHB1-64  3   3.123394e-06 5.409878e-06
## 138  North  172                   ZB2  3   8.742863e-04 5.478477e-04
## 139  North  178        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 140  North  178        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 141  North  178  [Chloracidobacteria]  9   3.048632e-02 6.133758e-03
## 142  North  178         [Cloacamonae]  6   2.512045e-06 3.891644e-06
## 143  North  178      [Fimbriimonadia]  3   4.556694e-05 4.011698e-05
## 144  North  178       [Lentisphaeria]  6   4.055670e-06 3.399586e-06
## 145  North  178         [Leptospirae]  6   7.454280e-06 6.741717e-06
## 146  North  178   [Methylacidiphilae]  6   0.000000e+00 0.000000e+00
## 147  North  178         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 148  North  178        [Pedosphaerae] 18   3.687949e-04 8.822541e-05
## 149  North  178         [Rhodothermi]  3   1.215095e-06 2.104606e-06
## 150  North  178         [Saprospirae]  9   2.712648e-01 2.013749e-02
## 151  North  178      [Spartobacteria]  9   3.715866e-04 8.024997e-05
## 152  North  178        028H05-P-BN-P5  3   8.933217e-06 1.245001e-05
## 153  North  178              0319-6E2  3   0.000000e+00 0.000000e+00
## 154  North  178                 12-24  3   2.512045e-06 4.350990e-06
## 155  North  178                3BR-5F  3   1.645329e-05 2.099414e-05
## 156  North  178                4C0d-2  3   8.120803e-04 4.081515e-04
## 157  North  178                  ABY1  3   3.727140e-06 3.768735e-06
## 158  North  178        Acidimicrobiia 33   2.149763e-02 8.218221e-03
## 159  North  178       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 160  North  178       Acidobacteria-6  9   6.923317e-03 3.033002e-03
## 161  North  178        Actinobacteria 63   5.076371e-04 1.405774e-04
## 162  North  178   Alphaproteobacteria 69   1.404780e-01 1.300084e-02
## 163  North  178          Anaerolineae 21   3.476672e-04 1.606119e-04
## 164  North  178         Armatimonadia  3   3.971642e-03 1.809943e-03
## 165  North  178                  B142  3   3.087249e-06 5.347272e-06
## 166  North  178               Bacilli 33   2.919440e-05 1.274112e-05
## 167  North  178           Bacteroidia 27   2.833241e-04 1.567245e-04
## 168  North  178                  BB34  3   4.630873e-06 8.020908e-06
## 169  North  178                 BD1-5  3   3.838305e-03 1.198547e-03
## 170  North  178                 BD4-9  3   0.000000e+00 0.000000e+00
## 171  North  178                BD7-11  3   1.150995e-05 9.703108e-06
## 172  North  178    Betaproteobacteria 42   1.637763e-01 3.320126e-02
## 173  North  178                 BME43  3   5.660182e-05 4.736860e-05
## 174  North  178                BPC102  3   0.000000e+00 0.000000e+00
## 175  North  178                 BS119  3   0.000000e+00 0.000000e+00
## 176  North  178                 BSV26  3   0.000000e+00 0.000000e+00
## 177  North  178                    C6  3   1.543624e-06 2.673636e-06
## 178  North  178            Chlamydiia 15   6.790818e-05 8.287695e-05
## 179  North  178           Chloroflexi  9   3.403650e-05 3.689816e-05
## 180  North  178           Chloroplast  9   6.853665e-03 3.586509e-03
## 181  North  178      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 182  North  178             CK-1C4-19  3   1.239652e-05 1.146143e-05
## 183  North  178            Clostridia 36   1.486665e-04 5.641443e-05
## 184  North  178        Coriobacteriia  3   3.087249e-06 5.347272e-06
## 185  North  178            Cytophagia 15   7.428243e-02 8.667677e-03
## 186  North  178     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 187  North  178            Deinococci  9   6.884618e-02 1.342334e-02
## 188  North  178   Deltaproteobacteria 78   8.647701e-03 1.174233e-03
## 189  North  178             Ellin6529  3   6.536911e-05 1.119001e-05
## 190  North  178         Elusimicrobia  3   6.157330e-06 5.596790e-06
## 191  North  178          Endomicrobia  3   0.000000e+00 0.000000e+00
## 192  North  178 Epsilonproteobacteria  6   2.512045e-06 3.891644e-06
## 193  North  178       Erysipelotrichi  3   0.000000e+00 0.000000e+00
## 194  North  178                   F38  3   0.000000e+00 0.000000e+00
## 195  North  178         Fibrobacteria  6   0.000000e+00 0.000000e+00
## 196  North  178        Flavobacteriia 12   3.939026e-02 3.074583e-03
## 197  North  178         Fusobacteriia  9   1.256023e-05 1.884034e-05
## 198  North  178   Gammaproteobacteria 96   3.280080e-02 3.213318e-03
## 199  North  178                Gemm-1  3   1.362878e-05 5.753903e-06
## 200  North  178                Gemm-3  3   0.000000e+00 0.000000e+00
## 201  North  178      Gemmatimonadetes  9   1.149633e-03 6.022823e-04
## 202  North  178           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 203  North  178              GKS2-174  3   1.037820e-03 1.477974e-04
## 204  North  178 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 205  North  178                  GN05  3   0.000000e+00 0.000000e+00
## 206  North  178                  GN15  3   0.000000e+00 0.000000e+00
## 207  North  178            Holophagae  6   0.000000e+00 0.000000e+00
## 208  North  178        Ignavibacteria  6   9.162723e-06 8.151465e-06
## 209  North  178                 IIB17  3   1.582946e-05 1.622132e-05
## 210  North  178                iii1-8  3   2.512045e-06 4.350990e-06
## 211  North  178                koll11  3   0.000000e+00 0.000000e+00
## 212  North  178                  KSB1  3   0.000000e+00 0.000000e+00
## 213  North  178       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 214  North  178             MB-A2-108  3   5.024091e-06 8.701980e-06
## 215  North  178                   MCG  3   0.000000e+00 0.000000e+00
## 216  North  178       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 217  North  178             ML635J-21  3   1.062902e-04 1.062523e-04
## 218  North  178            Mollicutes  6   0.000000e+00 0.000000e+00
## 219  North  178                 MSBL6  3   0.000000e+00 0.000000e+00
## 220  North  178                MVP-15  3   0.000000e+00 0.000000e+00
## 221  North  178                MVP-21  3   0.000000e+00 0.000000e+00
## 222  North  178            Nitrospira  9   3.878024e-04 4.690600e-04
## 223  North  178      Nostocophycideae 12   1.625595e-04 1.545615e-04
## 224  North  178              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 225  North  178                 OM190  3   7.449070e-04 2.054186e-04
## 226  North  178                   OP5  3   0.000000e+00 0.000000e+00
## 227  North  178                 OP8_1  3   0.000000e+00 0.000000e+00
## 228  North  178                 OP8_2  3   0.000000e+00 0.000000e+00
## 229  North  178                 OPB41  3   3.645285e-06 6.313818e-06
## 230  North  178                 OPB56  3   2.575706e-04 1.101608e-04
## 231  North  178              Opitutae 12   5.701110e-05 9.011348e-06
## 232  North  178                  OS-K  3   0.000000e+00 0.000000e+00
## 233  North  178 Oscillatoriophycideae 18   1.411686e-04 6.981310e-05
## 234  North  178                PBS-25  3   0.000000e+00 0.000000e+00
## 235  North  178         Phycisphaerae  6   4.289608e-04 1.472817e-04
## 236  North  178                  Pla3  3   0.000000e+00 0.000000e+00
## 237  North  178        Planctomycetia 15   1.197726e-02 2.345113e-03
## 238  North  178                PRR-11  3   9.116711e-05 5.317615e-05
## 239  North  178                PRR-12  9   0.000000e+00 0.000000e+00
## 240  North  178                  RB25  3   5.024091e-06 8.701980e-06
## 241  North  178                  S085  3   0.000000e+00 0.000000e+00
## 242  North  178              SAW1_B44  3   0.000000e+00 0.000000e+00
## 243  North  178                SBRH58  3   0.000000e+00 0.000000e+00
## 244  North  178                   SC3  3   7.718122e-06 1.336818e-05
## 245  North  178                  SC72  3   0.000000e+00 0.000000e+00
## 246  North  178               SHA-109  3   0.000000e+00 0.000000e+00
## 247  North  178               SHA-114  3   0.000000e+00 0.000000e+00
## 248  North  178                SHA-37  3   0.000000e+00 0.000000e+00
## 249  North  178               SJA-176  3   0.000000e+00 0.000000e+00
## 250  North  178                SJA-28  3   2.497502e-05 3.636534e-06
## 251  North  178                 SJA-4  3   0.000000e+00 0.000000e+00
## 252  North  178                  SL56  3   0.000000e+00 0.000000e+00
## 253  North  178                SM1A07  3   0.000000e+00 0.000000e+00
## 254  North  178                SM2F11  3   5.517438e-06 4.878830e-06
## 255  North  178          Solibacteres 12   8.614867e-03 4.883469e-03
## 256  North  178      Sphingobacteriia  9   4.609560e-03 1.324738e-03
## 257  North  178          Spirochaetes  9   1.385828e-05 7.520817e-06
## 258  North  178               Sva0725  3   8.455364e-05 1.273458e-04
## 259  North  178 Synechococcophycideae 15   8.336785e-03 2.364905e-03
## 260  North  178           Synergistia  3   0.000000e+00 0.000000e+00
## 261  North  178                  TA18  3   3.154676e-03 6.898978e-04
## 262  North  178                   TG3  9   5.024091e-06 7.536136e-06
## 263  North  178       Thermoleophilia 15   1.262092e-04 8.582551e-05
## 264  North  178        Thermomicrobia  3   1.300961e-04 4.037288e-05
## 265  North  178        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 266  North  178                  TK10  6   0.000000e+00 0.000000e+00
## 267  North  178                  TK17  3   2.566641e-05 3.811575e-05
## 268  North  178                 TM7-1  3   4.663739e-03 1.115952e-03
## 269  North  178                 TM7-3  3   2.019760e-05 1.767097e-05
## 270  North  178                TSBW08  3   2.436946e-05 3.909474e-05
## 271  North  178             vadinHA49  3   1.366482e-04 1.153906e-04
## 272  North  178           VC2_1_Bac22  3   3.009924e-05 2.015204e-05
## 273  North  178             Verruco-5 12   2.415314e-05 1.215967e-05
## 274  North  178      Verrucomicrobiae  3   1.689420e-03 3.296375e-04
## 275  North  178              WCHB1-64  3   0.000000e+00 0.000000e+00
## 276  North  178                   ZB2  3   3.483579e-04 1.319403e-04
## 277  North  185        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 278  North  185        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 279  North  185  [Chloracidobacteria]  9   3.053088e-02 1.888187e-03
## 280  North  185         [Cloacamonae]  6   1.720617e-06 2.665568e-06
## 281  North  185      [Fimbriimonadia]  3   8.114894e-06 1.046559e-05
## 282  North  185       [Lentisphaeria]  6   0.000000e+00 0.000000e+00
## 283  North  185         [Leptospirae]  6   1.597908e-05 1.983320e-05
## 284  North  185   [Methylacidiphilae]  6   6.882466e-06 1.066227e-05
## 285  North  185         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 286  North  185        [Pedosphaerae] 18   4.697313e-04 1.406942e-04
## 287  North  185         [Rhodothermi]  3   1.472450e-06 2.550359e-06
## 288  North  185         [Saprospirae]  9   2.723555e-01 7.603689e-03
## 289  North  185      [Spartobacteria]  9   1.358783e-04 1.783873e-05
## 290  North  185        028H05-P-BN-P5  3   4.449601e-05 6.063599e-05
## 291  North  185              0319-6E2  3   0.000000e+00 0.000000e+00
## 292  North  185                 12-24  3   0.000000e+00 0.000000e+00
## 293  North  185                3BR-5F  3   8.114894e-06 1.046559e-05
## 294  North  185                4C0d-2  3   8.014839e-05 5.177760e-05
## 295  North  185                  ABY1  3   0.000000e+00 0.000000e+00
## 296  North  185        Acidimicrobiia 33   3.532947e-02 2.893773e-03
## 297  North  185       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 298  North  185       Acidobacteria-6  9   1.827564e-02 3.311814e-03
## 299  North  185        Actinobacteria 63   2.003636e-03 7.059647e-04
## 300  North  185   Alphaproteobacteria 69   1.314984e-01 2.635229e-03
## 301  North  185          Anaerolineae 21   1.599418e-03 4.389238e-04
## 302  North  185         Armatimonadia  3   1.394100e-03 1.648032e-04
## 303  North  185                  B142  3   0.000000e+00 0.000000e+00
## 304  North  185               Bacilli 33   2.040177e-05 9.689799e-06
## 305  North  185           Bacteroidia 27   2.546528e-04 1.595386e-04
## 306  North  185                  BB34  3   0.000000e+00 0.000000e+00
## 307  North  185                 BD1-5  3   9.087064e-04 4.795825e-04
## 308  North  185                 BD4-9  3   0.000000e+00 0.000000e+00
## 309  North  185                BD7-11  3   3.441233e-06 5.960391e-06
## 310  North  185    Betaproteobacteria 42   1.585639e-01 1.197191e-02
## 311  North  185                 BME43  3   5.703080e-05 2.280706e-05
## 312  North  185                BPC102  3   0.000000e+00 0.000000e+00
## 313  North  185                 BS119  3   0.000000e+00 0.000000e+00
## 314  North  185                 BSV26  3   1.472450e-06 2.550359e-06
## 315  North  185                    C6  3   3.441233e-06 5.960391e-06
## 316  North  185            Chlamydiia 15   5.041278e-05 4.576903e-05
## 317  North  185           Chloroflexi  9   4.791323e-04 3.315805e-04
## 318  North  185           Chloroplast  9   3.040812e-02 6.461012e-03
## 319  North  185      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 320  North  185             CK-1C4-19  3   5.655381e-06 5.232152e-06
## 321  North  185            Clostridia 36   1.191990e-04 5.538109e-05
## 322  North  185        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 323  North  185            Cytophagia 15   3.000270e-02 1.358835e-03
## 324  North  185     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 325  North  185            Deinococci  9   9.413589e-02 1.207945e-02
## 326  North  185   Deltaproteobacteria 78   8.745398e-03 1.265861e-03
## 327  North  185             Ellin6529  3   7.397251e-05 6.135142e-05
## 328  North  185         Elusimicrobia  3   1.720617e-06 2.980195e-06
## 329  North  185          Endomicrobia  3   0.000000e+00 0.000000e+00
## 330  North  185 Epsilonproteobacteria  6   0.000000e+00 0.000000e+00
## 331  North  185       Erysipelotrichi  3   0.000000e+00 0.000000e+00
## 332  North  185                   F38  3   1.229783e-05 1.339444e-05
## 333  North  185         Fibrobacteria  6   1.720617e-06 2.665568e-06
## 334  North  185        Flavobacteriia 12   3.812167e-02 7.076609e-03
## 335  North  185         Fusobacteriia  9   6.631499e-06 5.738314e-06
## 336  North  185   Gammaproteobacteria 96   3.261424e-02 4.501205e-04
## 337  North  185                Gemm-1  3   3.489212e-05 4.275796e-05
## 338  North  185                Gemm-3  3   0.000000e+00 0.000000e+00
## 339  North  185      Gemmatimonadetes  9   2.371800e-03 1.259232e-04
## 340  North  185           Gitt-GS-136  3   1.374839e-05 1.574263e-05
## 341  North  185              GKS2-174  3   1.151268e-03 1.660593e-04
## 342  North  185 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 343  North  185                  GN05  3   0.000000e+00 0.000000e+00
## 344  North  185                  GN15  3   0.000000e+00 0.000000e+00
## 345  North  185            Holophagae  6   1.472450e-06 2.281110e-06
## 346  North  185        Ignavibacteria  6   1.179335e-05 4.113003e-06
## 347  North  185                 IIB17  3   0.000000e+00 0.000000e+00
## 348  North  185                iii1-8  3   2.944901e-06 5.100718e-06
## 349  North  185                koll11  3   0.000000e+00 0.000000e+00
## 350  North  185                  KSB1  3   8.603083e-06 1.490098e-05
## 351  North  185       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 352  North  185             MB-A2-108  3   0.000000e+00 0.000000e+00
## 353  North  185                   MCG  3   0.000000e+00 0.000000e+00
## 354  North  185       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 355  North  185             ML635J-21  3   1.107074e-05 1.917508e-05
## 356  North  185            Mollicutes  6   0.000000e+00 0.000000e+00
## 357  North  185                 MSBL6  3   0.000000e+00 0.000000e+00
## 358  North  185                MVP-15  3   0.000000e+00 0.000000e+00
## 359  North  185                MVP-21  3   0.000000e+00 0.000000e+00
## 360  North  185            Nitrospira  9   5.609904e-04 2.084704e-04
## 361  North  185      Nostocophycideae 12   2.540938e-04 2.125166e-04
## 362  North  185              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 363  North  185                 OM190  3   5.069390e-03 1.651927e-03
## 364  North  185                   OP5  3   0.000000e+00 0.000000e+00
## 365  North  185                 OP8_1  3   2.944901e-06 5.100718e-06
## 366  North  185                 OP8_2  3   0.000000e+00 0.000000e+00
## 367  North  185                 OPB41  3   0.000000e+00 0.000000e+00
## 368  North  185                 OPB56  3   1.911722e-04 3.521366e-05
## 369  North  185              Opitutae 12   1.498779e-04 6.358405e-05
## 370  North  185                  OS-K  3   0.000000e+00 0.000000e+00
## 371  North  185 Oscillatoriophycideae 18   8.810561e-04 4.970560e-04
## 372  North  185                PBS-25  3   0.000000e+00 0.000000e+00
## 373  North  185         Phycisphaerae  6   5.130995e-04 1.102771e-04
## 374  North  185                  Pla3  3   0.000000e+00 0.000000e+00
## 375  North  185        Planctomycetia 15   1.366957e-02 3.649779e-04
## 376  North  185                PRR-11  3   1.524553e-05 1.352660e-05
## 377  North  185                PRR-12  9   7.858585e-06 6.028795e-06
## 378  North  185                  RB25  3   2.214148e-06 3.835017e-06
## 379  North  185                  S085  3   0.000000e+00 0.000000e+00
## 380  North  185              SAW1_B44  3   0.000000e+00 0.000000e+00
## 381  North  185                SBRH58  3   0.000000e+00 0.000000e+00
## 382  North  185                   SC3  3   0.000000e+00 0.000000e+00
## 383  North  185                  SC72  3   0.000000e+00 0.000000e+00
## 384  North  185               SHA-109  3   0.000000e+00 0.000000e+00
## 385  North  185               SHA-114  3   0.000000e+00 0.000000e+00
## 386  North  185                SHA-37  3   0.000000e+00 0.000000e+00
## 387  North  185               SJA-176  3   0.000000e+00 0.000000e+00
## 388  North  185                SJA-28  3   0.000000e+00 0.000000e+00
## 389  North  185                 SJA-4  3   4.417351e-06 7.651077e-06
## 390  North  185                  SL56  3   0.000000e+00 0.000000e+00
## 391  North  185                SM1A07  3   0.000000e+00 0.000000e+00
## 392  North  185                SM2F11  3   5.655381e-06 5.232152e-06
## 393  North  185          Solibacteres 12   3.259778e-02 3.722953e-03
## 394  North  185      Sphingobacteriia  9   4.101797e-03 6.293195e-04
## 395  North  185          Spirochaetes  9   4.417351e-06 6.626027e-06
## 396  North  185               Sva0725  3   1.194227e-04 1.147914e-04
## 397  North  185 Synechococcophycideae 15   4.442990e-03 1.107280e-03
## 398  North  185           Synergistia  3   0.000000e+00 0.000000e+00
## 399  North  185                  TA18  3   1.604560e-03 1.413649e-04
## 400  North  185                   TG3  9   1.720617e-06 2.580925e-06
## 401  North  185       Thermoleophilia 15   6.833122e-04 1.173980e-04
## 402  North  185        Thermomicrobia  3   1.858712e-03 1.084722e-04
## 403  North  185        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 404  North  185                  TK10  6   7.610418e-06 8.126430e-06
## 405  North  185                  TK17  3   2.679351e-05 2.220296e-05
## 406  North  185                 TM7-1  3   4.139425e-03 1.056770e-03
## 407  North  185                 TM7-3  3   0.000000e+00 0.000000e+00
## 408  North  185                TSBW08  3   6.386134e-06 5.580440e-06
## 409  North  185             vadinHA49  3   2.333853e-05 9.074166e-06
## 410  North  185           VC2_1_Bac22  3   1.793946e-05 1.129048e-05
## 411  North  185             Verruco-5 12   2.410212e-05 1.986648e-05
## 412  North  185      Verrucomicrobiae  3   1.033660e-03 2.257070e-04
## 413  North  185              WCHB1-64  3   0.000000e+00 0.000000e+00
## 414  North  185                   ZB2  3   2.472350e-04 3.595681e-05
## 415  North  199        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 416  North  199        [Brevinematae]  3   1.375904e-06 2.383135e-06
## 417  North  199  [Chloracidobacteria]  9   2.904415e-02 3.676273e-03
## 418  North  199         [Cloacamonae]  6   3.696188e-06 5.726110e-06
## 419  North  199      [Fimbriimonadia]  3   1.497043e-05 5.639730e-06
## 420  North  199       [Lentisphaeria]  6   0.000000e+00 0.000000e+00
## 421  North  199         [Leptospirae]  6   6.447996e-06 5.152798e-06
## 422  North  199   [Methylacidiphilae]  6   3.696188e-06 5.726110e-06
## 423  North  199         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 424  North  199        [Pedosphaerae] 18   5.125425e-04 8.164599e-05
## 425  North  199         [Rhodothermi]  3   4.127711e-06 7.149406e-06
## 426  North  199         [Saprospirae]  9   2.761116e-01 7.795924e-03
## 427  North  199      [Spartobacteria]  9   5.446342e-04 2.054399e-04
## 428  North  199        028H05-P-BN-P5  3   1.977551e-05 1.869078e-05
## 429  North  199              0319-6E2  3   0.000000e+00 0.000000e+00
## 430  North  199                 12-24  3   0.000000e+00 0.000000e+00
## 431  North  199                3BR-5F  3   1.375904e-06 2.383135e-06
## 432  North  199                4C0d-2  3   3.675849e-05 4.103042e-06
## 433  North  199                  ABY1  3   5.133985e-06 4.480598e-06
## 434  North  199        Acidimicrobiia 33   4.673421e-03 8.836299e-04
## 435  North  199       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 436  North  199       Acidobacteria-6  9   9.013399e-03 1.605831e-03
## 437  North  199        Actinobacteria 63   6.965628e-05 1.798737e-05
## 438  North  199   Alphaproteobacteria 69   1.254696e-01 1.205607e-02
## 439  North  199          Anaerolineae 21   1.864611e-04 1.723298e-05
## 440  North  199         Armatimonadia  3   2.955509e-03 5.486738e-04
## 441  North  199                  B142  3   0.000000e+00 0.000000e+00
## 442  North  199               Bacilli 33   6.879519e-06 9.879957e-06
## 443  North  199           Bacteroidia 27   1.577465e-03 1.583485e-04
## 444  North  199                  BB34  3   0.000000e+00 0.000000e+00
## 445  North  199                 BD1-5  3   6.371289e-03 4.463911e-03
## 446  North  199                 BD4-9  3   0.000000e+00 0.000000e+00
## 447  North  199                BD7-11  3   0.000000e+00 0.000000e+00
## 448  North  199    Betaproteobacteria 42   1.557116e-01 8.083082e-03
## 449  North  199                 BME43  3   4.421650e-04 2.220113e-04
## 450  North  199                BPC102  3   0.000000e+00 0.000000e+00
## 451  North  199                 BS119  3   0.000000e+00 0.000000e+00
## 452  North  199                 BSV26  3   0.000000e+00 0.000000e+00
## 453  North  199                    C6  3   7.454269e-06 3.490615e-06
## 454  North  199            Chlamydiia 15   3.891432e-05 1.293039e-05
## 455  North  199           Chloroflexi  9   3.291907e-05 3.055826e-05
## 456  North  199           Chloroplast  9   6.251783e-02 2.921637e-02
## 457  North  199      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 458  North  199             CK-1C4-19  3   1.353424e-04 2.237815e-04
## 459  North  199            Clostridia 36   9.218354e-05 3.107901e-05
## 460  North  199        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 461  North  199            Cytophagia 15   3.109895e-02 3.572037e-03
## 462  North  199     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 463  North  199            Deinococci  9   8.387299e-02 1.078240e-02
## 464  North  199   Deltaproteobacteria 78   2.700271e-02 4.455407e-03
## 465  North  199             Ellin6529  3   4.764355e-06 8.252105e-06
## 466  North  199         Elusimicrobia  3   8.994627e-06 1.112847e-05
## 467  North  199          Endomicrobia  3   0.000000e+00 0.000000e+00
## 468  North  199 Epsilonproteobacteria  6   5.133985e-06 4.007569e-06
## 469  North  199       Erysipelotrichi  3   3.758081e-06 3.587576e-06
## 470  North  199                   F38  3   0.000000e+00 0.000000e+00
## 471  North  199         Fibrobacteria  6   7.146533e-06 1.107136e-05
## 472  North  199        Flavobacteriia 12   6.037744e-02 4.392248e-03
## 473  North  199         Fusobacteriia  9   1.187131e-04 6.553837e-05
## 474  North  199   Gammaproteobacteria 96   2.336821e-02 3.449423e-04
## 475  North  199                Gemm-1  3   1.258825e-05 1.612068e-06
## 476  North  199                Gemm-3  3   0.000000e+00 0.000000e+00
## 477  North  199      Gemmatimonadetes  9   3.603814e-03 1.021487e-03
## 478  North  199           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 479  North  199              GKS2-174  3   7.479928e-04 4.134854e-04
## 480  North  199 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 481  North  199                  GN05  3   0.000000e+00 0.000000e+00
## 482  North  199                  GN15  3   0.000000e+00 0.000000e+00
## 483  North  199            Holophagae  6   2.493067e-05 2.237255e-05
## 484  North  199        Ignavibacteria  6   2.041215e-05 4.879209e-06
## 485  North  199                 IIB17  3   3.696188e-06 6.401986e-06
## 486  North  199                iii1-8  3   8.296090e-06 8.316498e-06
## 487  North  199                koll11  3   0.000000e+00 0.000000e+00
## 488  North  199                  KSB1  3   0.000000e+00 0.000000e+00
## 489  North  199       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 490  North  199             MB-A2-108  3   0.000000e+00 0.000000e+00
## 491  North  199                   MCG  3   0.000000e+00 0.000000e+00
## 492  North  199       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 493  North  199             ML635J-21  3   1.796808e-05 1.679286e-05
## 494  North  199            Mollicutes  6   0.000000e+00 0.000000e+00
## 495  North  199                 MSBL6  3   0.000000e+00 0.000000e+00
## 496  North  199                MVP-15  3   0.000000e+00 0.000000e+00
## 497  North  199                MVP-21  3   0.000000e+00 0.000000e+00
## 498  North  199            Nitrospira  9   2.357900e-04 1.075190e-04
## 499  North  199      Nostocophycideae 12   1.304985e-04 1.245758e-04
## 500  North  199              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 501  North  199                 OM190  3   6.483245e-03 1.065540e-03
## 502  North  199                   OP5  3   0.000000e+00 0.000000e+00
## 503  North  199                 OP8_1  3   5.975805e-06 6.202835e-06
## 504  North  199                 OP8_2  3   0.000000e+00 0.000000e+00
## 505  North  199                 OPB41  3   0.000000e+00 0.000000e+00
## 506  North  199                 OPB56  3   3.228771e-04 8.778287e-05
## 507  North  199              Opitutae 12   1.544687e-04 3.817663e-05
## 508  North  199                  OS-K  3   0.000000e+00 0.000000e+00
## 509  North  199 Oscillatoriophycideae 18   1.474390e-04 1.520609e-04
## 510  North  199                PBS-25  3   0.000000e+00 0.000000e+00
## 511  North  199         Phycisphaerae  6   1.116201e-03 2.699161e-04
## 512  North  199                  Pla3  3   0.000000e+00 0.000000e+00
## 513  North  199        Planctomycetia 15   3.438498e-03 8.727654e-04
## 514  North  199                PRR-11  3   2.725095e-05 2.029331e-05
## 515  North  199                PRR-12  9   1.844027e-05 1.686740e-05
## 516  North  199                  RB25  3   0.000000e+00 0.000000e+00
## 517  North  199                  S085  3   0.000000e+00 0.000000e+00
## 518  North  199              SAW1_B44  3   0.000000e+00 0.000000e+00
## 519  North  199                SBRH58  3   0.000000e+00 0.000000e+00
## 520  North  199                   SC3  3   0.000000e+00 0.000000e+00
## 521  North  199                  SC72  3   0.000000e+00 0.000000e+00
## 522  North  199               SHA-109  3   0.000000e+00 0.000000e+00
## 523  North  199               SHA-114  3   0.000000e+00 0.000000e+00
## 524  North  199                SHA-37  3   0.000000e+00 0.000000e+00
## 525  North  199               SJA-176  3   6.447996e-06 5.761003e-06
## 526  North  199                SJA-28  3   2.127520e-05 2.549374e-05
## 527  North  199                 SJA-4  3   0.000000e+00 0.000000e+00
## 528  North  199                  SL56  3   1.115046e-05 9.667933e-06
## 529  North  199                SM1A07  3   0.000000e+00 0.000000e+00
## 530  North  199                SM2F11  3   3.386340e-05 2.645108e-05
## 531  North  199          Solibacteres 12   1.659184e-02 1.418144e-03
## 532  North  199      Sphingobacteriia  9   1.056244e-02 5.766108e-04
## 533  North  199          Spirochaetes  9   1.191089e-05 1.786633e-05
## 534  North  199               Sva0725  3   4.944930e-05 7.957090e-06
## 535  North  199 Synechococcophycideae 15   4.259568e-03 1.125773e-03
## 536  North  199           Synergistia  3   0.000000e+00 0.000000e+00
## 537  North  199                  TA18  3   1.410068e-03 2.338566e-04
## 538  North  199                   TG3  9   2.835978e-05 2.750749e-05
## 539  North  199       Thermoleophilia 15   1.973479e-05 1.172202e-05
## 540  North  199        Thermomicrobia  3   6.300322e-05 3.843378e-05
## 541  North  199        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 542  North  199                  TK10  6   0.000000e+00 0.000000e+00
## 543  North  199                  TK17  3   0.000000e+00 0.000000e+00
## 544  North  199                 TM7-1  3   2.412157e-03 9.684239e-04
## 545  North  199                 TM7-3  3   1.714749e-05 1.873847e-05
## 546  North  199                TSBW08  3   1.375904e-06 2.383135e-06
## 547  North  199             vadinHA49  3   2.071989e-05 1.807660e-05
## 548  North  199           VC2_1_Bac22  3   3.745708e-05 3.199626e-05
## 549  North  199             Verruco-5 12   6.682141e-05 2.517017e-05
## 550  North  199      Verrucomicrobiae  3   2.489547e-03 3.027166e-04
## 551  North  199              WCHB1-64  3   0.000000e+00 0.000000e+00
## 552  North  199                   ZB2  3   8.634377e-04 2.481277e-04
## 553  North  206        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 554  North  206        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 555  North  206  [Chloracidobacteria]  9   2.491042e-02 3.086037e-03
## 556  North  206         [Cloacamonae]  6   6.140908e-06 5.325870e-06
## 557  North  206      [Fimbriimonadia]  3   5.515296e-05 3.461818e-05
## 558  North  206       [Lentisphaeria]  6   3.256042e-06 2.694667e-06
## 559  North  206         [Leptospirae]  6   1.888867e-04 2.124274e-04
## 560  North  206   [Methylacidiphilae]  6   0.000000e+00 0.000000e+00
## 561  North  206         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 562  North  206        [Pedosphaerae] 18   1.028075e-03 5.502633e-04
## 563  North  206         [Rhodothermi]  3   1.274439e-06 2.207393e-06
## 564  North  206         [Saprospirae]  9   2.266258e-01 1.166143e-02
## 565  North  206      [Spartobacteria]  9   1.088285e-03 2.565512e-04
## 566  North  206        028H05-P-BN-P5  3   1.709225e-04 2.535535e-04
## 567  North  206              0319-6E2  3   0.000000e+00 0.000000e+00
## 568  North  206                 12-24  3   3.963206e-06 6.864473e-06
## 569  North  206                3BR-5F  3   7.198221e-05 9.240352e-05
## 570  North  206                4C0d-2  3   5.317136e-05 3.118687e-05
## 571  North  206                  ABY1  3   1.535227e-05 1.488626e-05
## 572  North  206        Acidimicrobiia 33   9.644116e-03 2.909245e-03
## 573  North  206       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 574  North  206       Acidobacteria-6  9   1.198417e-02 4.945345e-03
## 575  North  206        Actinobacteria 63   1.991187e-04 9.984051e-05
## 576  North  206   Alphaproteobacteria 69   1.108972e-01 2.441773e-02
## 577  North  206          Anaerolineae 21   6.999756e-04 3.996137e-04
## 578  North  206         Armatimonadia  3   3.414307e-03 1.224689e-03
## 579  North  206                  B142  3   0.000000e+00 0.000000e+00
## 580  North  206               Bacilli 33   1.162035e-05 5.615053e-06
## 581  North  206           Bacteroidia 27   1.440295e-03 2.851560e-04
## 582  North  206                  BB34  3   1.783443e-05 3.089013e-05
## 583  North  206                 BD1-5  3   4.879795e-04 2.197410e-04
## 584  North  206                 BD4-9  3   0.000000e+00 0.000000e+00
## 585  North  206                BD7-11  3   1.951158e-05 1.806946e-05
## 586  North  206    Betaproteobacteria 42   1.041486e-01 2.104803e-02
## 587  North  206                 BME43  3   6.063481e-04 5.179739e-04
## 588  North  206                BPC102  3   0.000000e+00 0.000000e+00
## 589  North  206                 BS119  3   5.944808e-06 1.029671e-05
## 590  North  206                 BSV26  3   1.990378e-05 1.827685e-05
## 591  North  206                    C6  3   2.992014e-05 4.628079e-05
## 592  North  206            Chlamydiia 15   1.920106e-04 1.513532e-04
## 593  North  206           Chloroflexi  9   4.423059e-04 4.591441e-04
## 594  North  206           Chloroplast  9   5.559943e-02 2.921999e-02
## 595  North  206      Chthonomonadetes  6   2.177703e-06 3.373683e-06
## 596  North  206             CK-1C4-19  3   0.000000e+00 0.000000e+00
## 597  North  206            Clostridia 36   3.944115e-04 3.664202e-04
## 598  North  206        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 599  North  206            Cytophagia 15   2.128363e-02 3.210599e-03
## 600  North  206     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 601  North  206            Deinococci  9   9.772030e-02 1.895029e-02
## 602  North  206   Deltaproteobacteria 78   3.789912e-02 1.649665e-02
## 603  North  206             Ellin6529  3   3.196847e-05 2.992993e-05
## 604  North  206         Elusimicrobia  3   1.228182e-05 1.190901e-05
## 605  North  206          Endomicrobia  3   0.000000e+00 0.000000e+00
## 606  North  206 Epsilonproteobacteria  6   0.000000e+00 0.000000e+00
## 607  North  206       Erysipelotrichi  3   2.992014e-05 4.628079e-05
## 608  North  206                   F38  3   0.000000e+00 0.000000e+00
## 609  North  206         Fibrobacteria  6   1.393794e-05 4.919282e-06
## 610  North  206        Flavobacteriia 12   2.977471e-02 4.835590e-03
## 611  North  206         Fusobacteriia  9   9.146760e-05 3.156037e-05
## 612  North  206   Gammaproteobacteria 96   1.401483e-01 8.796677e-02
## 613  North  206                Gemm-1  3   2.615304e-05 3.460500e-05
## 614  North  206                Gemm-3  3   0.000000e+00 0.000000e+00
## 615  North  206      Gemmatimonadetes  9   2.625621e-03 1.223114e-03
## 616  North  206           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 617  North  206              GKS2-174  3   9.130176e-05 6.033044e-05
## 618  North  206 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 619  North  206                  GN05  3   0.000000e+00 0.000000e+00
## 620  North  206                  GN15  3   3.637729e-06 3.836806e-06
## 621  North  206            Holophagae  6   2.331387e-05 2.007299e-05
## 622  North  206        Ignavibacteria  6   8.224852e-05 7.678397e-06
## 623  North  206                 IIB17  3   9.015263e-06 1.288987e-05
## 624  North  206                iii1-8  3   1.558356e-05 5.049858e-06
## 625  North  206                koll11  3   0.000000e+00 0.000000e+00
## 626  North  206                  KSB1  3   0.000000e+00 0.000000e+00
## 627  North  206       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 628  North  206             MB-A2-108  3   0.000000e+00 0.000000e+00
## 629  North  206                   MCG  3   0.000000e+00 0.000000e+00
## 630  North  206       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 631  North  206             ML635J-21  3   1.762167e-04 1.821579e-04
## 632  North  206            Mollicutes  6   0.000000e+00 0.000000e+00
## 633  North  206                 MSBL6  3   0.000000e+00 0.000000e+00
## 634  North  206                MVP-15  3   1.030021e-05 9.233350e-06
## 635  North  206                MVP-21  3   0.000000e+00 0.000000e+00
## 636  North  206            Nitrospira  9   5.714958e-04 5.987598e-04
## 637  North  206      Nostocophycideae 12   1.903570e-05 2.953684e-06
## 638  North  206              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 639  North  206                 OM190  3   6.132742e-03 1.090079e-03
## 640  North  206                   OP5  3   3.266554e-06 5.657838e-06
## 641  North  206                 OP8_1  3   3.963206e-06 6.864473e-06
## 642  North  206                 OP8_2  3   0.000000e+00 0.000000e+00
## 643  North  206                 OPB41  3   0.000000e+00 0.000000e+00
## 644  North  206                 OPB56  3   2.561664e-03 3.193043e-03
## 645  North  206              Opitutae 12   4.435100e-04 4.628938e-04
## 646  North  206                  OS-K  3   7.926411e-06 1.372895e-05
## 647  North  206 Oscillatoriophycideae 18   6.020137e-05 4.140852e-05
## 648  North  206                PBS-25  3   4.726581e-06 4.131030e-06
## 649  North  206         Phycisphaerae  6   4.814832e-03 3.662061e-03
## 650  North  206                  Pla3  3   3.963206e-06 6.864473e-06
## 651  North  206        Planctomycetia 15   6.284917e-03 3.417952e-03
## 652  North  206                PRR-11  3   2.292611e-04 3.026087e-04
## 653  North  206                PRR-12  9   1.316406e-05 1.695959e-05
## 654  North  206                  RB25  3   9.200850e-06 1.276916e-05
## 655  North  206                  S085  3   0.000000e+00 0.000000e+00
## 656  North  206              SAW1_B44  3   0.000000e+00 0.000000e+00
## 657  North  206                SBRH58  3   0.000000e+00 0.000000e+00
## 658  North  206                   SC3  3   1.712726e-05 2.642344e-05
## 659  North  206                  SC72  3   0.000000e+00 0.000000e+00
## 660  North  206               SHA-109  3   3.823317e-06 6.622179e-06
## 661  North  206               SHA-114  3   0.000000e+00 0.000000e+00
## 662  North  206                SHA-37  3   8.493686e-06 8.947335e-06
## 663  North  206               SJA-176  3   0.000000e+00 0.000000e+00
## 664  North  206                SJA-28  3   8.504843e-05 8.516653e-05
## 665  North  206                 SJA-4  3   1.010411e-05 1.228524e-05
## 666  North  206                  SL56  3   8.364310e-06 7.747011e-06
## 667  North  206                SM1A07  3   9.908014e-06 1.716118e-05
## 668  North  206                SM2F11  3   2.025393e-05 1.362937e-05
## 669  North  206          Solibacteres 12   1.541993e-02 4.411128e-03
## 670  North  206      Sphingobacteriia  9   1.362852e-02 1.022626e-02
## 671  North  206          Spirochaetes  9   1.582214e-04 1.282733e-04
## 672  North  206               Sva0725  3   6.218748e-04 9.040123e-04
## 673  North  206 Synechococcophycideae 15   2.424423e-02 5.172462e-03
## 674  North  206           Synergistia  3   2.177703e-06 3.771892e-06
## 675  North  206                  TA18  3   1.150742e-03 5.750395e-04
## 676  North  206                   TG3  9   0.000000e+00 0.000000e+00
## 677  North  206       Thermoleophilia 15   5.392057e-05 2.831769e-05
## 678  North  206        Thermomicrobia  3   9.904258e-05 7.447353e-05
## 679  North  206        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 680  North  206                  TK10  6   0.000000e+00 0.000000e+00
## 681  North  206                  TK17  3   3.963206e-06 6.864473e-06
## 682  North  206                 TM7-1  3   7.531942e-04 6.445317e-04
## 683  North  206                 TM7-3  3   5.944808e-06 1.029671e-05
## 684  North  206                TSBW08  3   2.377923e-05 4.118684e-05
## 685  North  206             vadinHA49  3   2.232783e-04 2.549924e-04
## 686  North  206           VC2_1_Bac22  3   2.886360e-04 3.742906e-04
## 687  North  206             Verruco-5 12   2.018523e-04 1.356858e-04
## 688  North  206      Verrucomicrobiae  3   2.642318e-03 9.759171e-04
## 689  North  206              WCHB1-64  3   0.000000e+00 0.000000e+00
## 690  North  206                   ZB2  3   2.474135e-04 8.845513e-05
## 691  North  214        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 692  North  214        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 693  North  214  [Chloracidobacteria]  9   2.066233e-02 1.700454e-03
## 694  North  214         [Cloacamonae]  6   6.339019e-06 5.784975e-06
## 695  North  214      [Fimbriimonadia]  3   3.651300e-05 2.107615e-05
## 696  North  214       [Lentisphaeria]  6   3.106936e-06 2.724686e-06
## 697  North  214         [Leptospirae]  6   4.355393e-05 5.676144e-06
## 698  North  214   [Methylacidiphilae]  6   1.702497e-05 1.562859e-05
## 699  North  214         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 700  North  214        [Pedosphaerae] 18   6.755140e-04 2.388633e-04
## 701  North  214         [Rhodothermi]  3   2.327633e-06 4.031579e-06
## 702  North  214         [Saprospirae]  9   3.106288e-01 2.189268e-02
## 703  North  214      [Spartobacteria]  9   3.651959e-04 7.298517e-05
## 704  North  214        028H05-P-BN-P5  3   4.379636e-05 6.072924e-05
## 705  North  214              0319-6E2  3   0.000000e+00 0.000000e+00
## 706  North  214                 12-24  3   5.261658e-06 4.900749e-06
## 707  North  214                3BR-5F  3   1.111943e-05 1.000468e-05
## 708  North  214                4C0d-2  3   8.403055e-05 3.543922e-05
## 709  North  214                  ABY1  3   1.086914e-05 3.918211e-06
## 710  North  214        Acidimicrobiia 33   5.284295e-03 7.081269e-04
## 711  North  214       Acidobacteria-5  3   2.154722e-06 3.732088e-06
## 712  North  214       Acidobacteria-6  9   9.858728e-03 1.439177e-03
## 713  North  214        Actinobacteria 63   1.164276e-04 3.723342e-05
## 714  North  214   Alphaproteobacteria 69   1.116651e-01 7.125619e-03
## 715  North  214          Anaerolineae 21   4.788478e-04 1.874483e-04
## 716  North  214         Armatimonadia  3   5.508847e-03 1.848110e-04
## 717  North  214                  B142  3   0.000000e+00 0.000000e+00
## 718  North  214               Bacilli 33   4.655266e-06 6.685617e-06
## 719  North  214           Bacteroidia 27   1.999671e-03 2.125027e-04
## 720  North  214                  BB34  3   0.000000e+00 0.000000e+00
## 721  North  214                 BD1-5  3   6.884853e-04 5.713809e-05
## 722  North  214                 BD4-9  3   1.077361e-06 1.866044e-06
## 723  North  214                BD7-11  3   0.000000e+00 0.000000e+00
## 724  North  214    Betaproteobacteria 42   1.109697e-01 4.704533e-03
## 725  North  214                 BME43  3   2.334077e-04 7.284305e-05
## 726  North  214                BPC102  3   2.154722e-06 3.732088e-06
## 727  North  214                 BS119  3   0.000000e+00 0.000000e+00
## 728  North  214                 BSV26  3   2.457677e-05 2.145684e-05
## 729  North  214                    C6  3   8.791799e-06 9.821982e-06
## 730  North  214            Chlamydiia 15   6.367556e-05 3.747004e-05
## 731  North  214           Chloroflexi  9   2.039278e-04 7.694543e-05
## 732  North  214           Chloroplast  9   2.272229e-02 2.860616e-03
## 733  North  214      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 734  North  214             CK-1C4-19  3   4.655266e-06 8.063157e-06
## 735  North  214            Clostridia 36   1.060578e-04 2.099289e-05
## 736  North  214        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 737  North  214            Cytophagia 15   3.191543e-02 3.725545e-03
## 738  North  214     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 739  North  214            Deinococci  9   8.296689e-02 1.548303e-03
## 740  North  214   Deltaproteobacteria 78   2.415750e-02 1.255331e-03
## 741  North  214             Ellin6529  3   4.309444e-06 7.464176e-06
## 742  North  214         Elusimicrobia  3   9.869160e-06 1.158515e-05
## 743  North  214          Endomicrobia  3   0.000000e+00 0.000000e+00
## 744  North  214 Epsilonproteobacteria  6   2.370074e-05 2.885334e-05
## 745  North  214       Erysipelotrichi  3   2.365298e-05 2.815712e-05
## 746  North  214                   F38  3   0.000000e+00 0.000000e+00
## 747  North  214         Fibrobacteria  6   1.254261e-05 1.268447e-05
## 748  North  214        Flavobacteriia 12   3.770521e-02 3.077634e-03
## 749  North  214         Fusobacteriia  9   5.963697e-05 1.145254e-05
## 750  North  214   Gammaproteobacteria 96   5.338684e-02 2.197811e-02
## 751  North  214                Gemm-1  3   5.434569e-06 1.959106e-06
## 752  North  214                Gemm-3  3   0.000000e+00 0.000000e+00
## 753  North  214      Gemmatimonadetes  9   2.273586e-03 6.391758e-04
## 754  North  214           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 755  North  214              GKS2-174  3   5.383723e-05 2.983208e-05
## 756  North  214 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 757  North  214                  GN05  3   2.154722e-06 3.732088e-06
## 758  North  214                  GN15  3   2.154722e-06 3.732088e-06
## 759  North  214            Holophagae  6   2.776896e-05 1.637986e-05
## 760  North  214        Ignavibacteria  6   8.107718e-05 4.907057e-06
## 761  North  214                 IIB17  3   2.327633e-06 4.031579e-06
## 762  North  214                iii1-8  3   2.638327e-05 3.765220e-05
## 763  North  214                koll11  3   0.000000e+00 0.000000e+00
## 764  North  214                  KSB1  3   2.327633e-06 4.031579e-06
## 765  North  214       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 766  North  214             MB-A2-108  3   0.000000e+00 0.000000e+00
## 767  North  214                   MCG  3   0.000000e+00 0.000000e+00
## 768  North  214       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 769  North  214             ML635J-21  3   5.279856e-05 4.878712e-05
## 770  North  214            Mollicutes  6   0.000000e+00 0.000000e+00
## 771  North  214                 MSBL6  3   0.000000e+00 0.000000e+00
## 772  North  214                MVP-15  3   4.309444e-06 7.464176e-06
## 773  North  214                MVP-21  3   0.000000e+00 0.000000e+00
## 774  North  214            Nitrospira  9   1.677540e-04 4.710066e-05
## 775  North  214      Nostocophycideae 12   6.295430e-05 2.582731e-05
## 776  North  214              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 777  North  214                 OM190  3   5.864792e-03 6.114861e-04
## 778  North  214                   OP5  3   1.069623e-05 3.237678e-06
## 779  North  214                 OP8_1  3   6.809988e-06 6.989318e-06
## 780  North  214                 OP8_2  3   1.077361e-06 1.866044e-06
## 781  North  214                 OPB41  3   0.000000e+00 0.000000e+00
## 782  North  214                 OPB56  3   4.998854e-04 1.831944e-04
## 783  North  214              Opitutae 12   2.586888e-04 8.407108e-05
## 784  North  214                  OS-K  3   0.000000e+00 0.000000e+00
## 785  North  214 Oscillatoriophycideae 18   1.391465e-04 2.770657e-05
## 786  North  214                PBS-25  3   0.000000e+00 0.000000e+00
## 787  North  214         Phycisphaerae  6   2.121534e-03 4.157010e-04
## 788  North  214                  Pla3  3   0.000000e+00 0.000000e+00
## 789  North  214        Planctomycetia 15   4.458024e-03 3.959592e-04
## 790  North  214                PRR-11  3   7.286336e-05 3.630270e-05
## 791  North  214                PRR-12  9   3.210802e-05 2.667430e-05
## 792  North  214                  RB25  3   4.309444e-06 7.464176e-06
## 793  North  214                  S085  3   0.000000e+00 0.000000e+00
## 794  North  214              SAW1_B44  3   0.000000e+00 0.000000e+00
## 795  North  214                SBRH58  3   0.000000e+00 0.000000e+00
## 796  North  214                   SC3  3   1.595788e-05 8.072280e-06
## 797  North  214                  SC72  3   0.000000e+00 0.000000e+00
## 798  North  214               SHA-109  3   0.000000e+00 0.000000e+00
## 799  North  214               SHA-114  3   0.000000e+00 0.000000e+00
## 800  North  214                SHA-37  3   2.154722e-06 3.732088e-06
## 801  North  214               SJA-176  3   5.261658e-06 4.900749e-06
## 802  North  214                SJA-28  3   5.154709e-05 1.428344e-05
## 803  North  214                 SJA-4  3   0.000000e+00 0.000000e+00
## 804  North  214                  SL56  3   0.000000e+00 0.000000e+00
## 805  North  214                SM1A07  3   0.000000e+00 0.000000e+00
## 806  North  214                SM2F11  3   2.174855e-05 2.132404e-05
## 807  North  214          Solibacteres 12   1.078911e-02 1.422298e-03
## 808  North  214      Sphingobacteriia  9   6.308727e-03 3.756637e-04
## 809  North  214          Spirochaetes  9   6.264597e-05 4.220233e-05
## 810  North  214               Sva0725  3   1.697279e-04 1.166267e-04
## 811  North  214 Synechococcophycideae 15   6.589468e-02 1.073268e-02
## 812  North  214           Synergistia  3   0.000000e+00 0.000000e+00
## 813  North  214                  TA18  3   1.021092e-03 9.694489e-05
## 814  North  214                   TG3  9   7.541527e-06 1.131229e-05
## 815  North  214       Thermoleophilia 15   8.493741e-06 8.381754e-06
## 816  North  214        Thermomicrobia  3   7.308403e-05 2.274063e-05
## 817  North  214        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 818  North  214                  TK10  6   0.000000e+00 0.000000e+00
## 819  North  214                  TK17  3   2.154722e-06 3.732088e-06
## 820  North  214                 TM7-1  3   4.174485e-04 9.399263e-05
## 821  North  214                 TM7-3  3   0.000000e+00 0.000000e+00
## 822  North  214                TSBW08  3   8.618888e-06 1.492835e-05
## 823  North  214             vadinHA49  3   7.836503e-05 5.495417e-05
## 824  North  214           VC2_1_Bac22  3   3.333895e-05 4.708445e-06
## 825  North  214             Verruco-5 12   2.153659e-04 6.219704e-05
## 826  North  214      Verrucomicrobiae  3   1.466408e-03 1.119816e-04
## 827  North  214              WCHB1-64  3   4.655266e-06 8.063157e-06
## 828  North  214                   ZB2  3   3.980971e-04 1.522278e-04
## 829  Point  172        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 830  Point  172        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 831  Point  172  [Chloracidobacteria]  9   1.502487e-02 5.851326e-03
## 832  Point  172         [Cloacamonae]  6   3.541578e-06 5.486589e-06
## 833  Point  172      [Fimbriimonadia]  3   2.272412e-05 2.738093e-05
## 834  Point  172       [Lentisphaeria]  6   0.000000e+00 0.000000e+00
## 835  Point  172         [Leptospirae]  6   1.087303e-05 1.294929e-05
## 836  Point  172   [Methylacidiphilae]  6   5.016227e-06 7.771106e-06
## 837  Point  172         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 838  Point  172        [Pedosphaerae] 18   5.105950e-04 3.449987e-04
## 839  Point  172         [Rhodothermi]  3   0.000000e+00 0.000000e+00
## 840  Point  172         [Saprospirae]  9   2.529204e-01 6.207186e-02
## 841  Point  172      [Spartobacteria]  9   4.673909e-04 2.190169e-04
## 842  Point  172        028H05-P-BN-P5  3   2.085462e-05 2.126047e-05
## 843  Point  172              0319-6E2  3   0.000000e+00 0.000000e+00
## 844  Point  172                 12-24  3   3.541578e-06 6.134193e-06
## 845  Point  172                3BR-5F  3   1.554225e-05 1.384643e-05
## 846  Point  172                4C0d-2  3   1.693884e-04 1.404858e-04
## 847  Point  172                  ABY1  3   0.000000e+00 0.000000e+00
## 848  Point  172        Acidimicrobiia 33   1.884390e-02 1.662117e-03
## 849  Point  172       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 850  Point  172       Acidobacteria-6  9   4.383366e-04 2.962429e-04
## 851  Point  172        Actinobacteria 63   1.116747e-03 6.284842e-04
## 852  Point  172   Alphaproteobacteria 69   9.560667e-02 7.851879e-03
## 853  Point  172          Anaerolineae 21   1.998642e-04 1.168021e-04
## 854  Point  172         Armatimonadia  3   1.292832e-02 3.062369e-03
## 855  Point  172                  B142  3   0.000000e+00 0.000000e+00
## 856  Point  172               Bacilli 33   1.811507e-04 3.004535e-05
## 857  Point  172           Bacteroidia 27   3.064871e-04 8.381442e-05
## 858  Point  172                  BB34  3   5.312367e-06 9.201290e-06
## 859  Point  172                 BD1-5  3   4.993585e-03 2.474896e-03
## 860  Point  172                 BD4-9  3   0.000000e+00 0.000000e+00
## 861  Point  172                BD7-11  3   0.000000e+00 0.000000e+00
## 862  Point  172    Betaproteobacteria 42   1.299117e-01 1.713028e-02
## 863  Point  172                 BME43  3   4.141878e-04 3.616376e-04
## 864  Point  172                BPC102  3   0.000000e+00 0.000000e+00
## 865  Point  172                 BS119  3   0.000000e+00 0.000000e+00
## 866  Point  172                 BSV26  3   5.312367e-06 9.201290e-06
## 867  Point  172                    C6  3   1.062473e-05 1.840258e-05
## 868  Point  172            Chlamydiia 15   2.075590e-05 1.602990e-05
## 869  Point  172           Chloroflexi  9   0.000000e+00 0.000000e+00
## 870  Point  172           Chloroplast  9   1.523507e-01 6.378124e-02
## 871  Point  172      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 872  Point  172             CK-1C4-19  3   1.979723e-05 1.335052e-05
## 873  Point  172            Clostridia 36   1.752425e-03 5.222596e-04
## 874  Point  172        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 875  Point  172            Cytophagia 15   8.856998e-02 1.567296e-02
## 876  Point  172     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 877  Point  172            Deinococci  9   4.024737e-02 1.769149e-02
## 878  Point  172   Deltaproteobacteria 78   1.310480e-02 2.840589e-03
## 879  Point  172             Ellin6529  3   8.864332e-05 7.340917e-05
## 880  Point  172         Elusimicrobia  3   1.770789e-06 3.067097e-06
## 881  Point  172          Endomicrobia  3   0.000000e+00 0.000000e+00
## 882  Point  172 Epsilonproteobacteria  6   9.764777e-06 3.919663e-06
## 883  Point  172       Erysipelotrichi  3   4.551123e-06 7.882776e-06
## 884  Point  172                   F38  3   0.000000e+00 0.000000e+00
## 885  Point  172         Fibrobacteria  6   0.000000e+00 0.000000e+00
## 886  Point  172        Flavobacteriia 12   7.058525e-02 4.880392e-03
## 887  Point  172         Fusobacteriia  9   3.400321e-05 1.201494e-05
## 888  Point  172   Gammaproteobacteria 96   1.868465e-02 5.322918e-03
## 889  Point  172                Gemm-1  3   1.554225e-05 1.384643e-05
## 890  Point  172                Gemm-3  3   0.000000e+00 0.000000e+00
## 891  Point  172      Gemmatimonadetes  9   5.768216e-04 3.820511e-04
## 892  Point  172           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 893  Point  172              GKS2-174  3   5.844120e-05 5.446830e-05
## 894  Point  172 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 895  Point  172                  GN05  3   0.000000e+00 0.000000e+00
## 896  Point  172                  GN15  3   0.000000e+00 0.000000e+00
## 897  Point  172            Holophagae  6   1.003245e-05 1.554221e-05
## 898  Point  172        Ignavibacteria  6   3.452736e-05 2.739723e-05
## 899  Point  172                 IIB17  3   0.000000e+00 0.000000e+00
## 900  Point  172                iii1-8  3   1.190196e-05 1.258925e-05
## 901  Point  172                koll11  3   0.000000e+00 0.000000e+00
## 902  Point  172                  KSB1  3   0.000000e+00 0.000000e+00
## 903  Point  172       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 904  Point  172             MB-A2-108  3   3.541578e-06 6.134193e-06
## 905  Point  172                   MCG  3   0.000000e+00 0.000000e+00
## 906  Point  172       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 907  Point  172             ML635J-21  3   2.324010e-05 1.467143e-05
## 908  Point  172            Mollicutes  6   9.161291e-06 1.827674e-06
## 909  Point  172                 MSBL6  3   0.000000e+00 0.000000e+00
## 910  Point  172                MVP-15  3   0.000000e+00 0.000000e+00
## 911  Point  172                MVP-21  3   1.672076e-06 2.896120e-06
## 912  Point  172            Nitrospira  9   3.432994e-05 2.594432e-05
## 913  Point  172      Nostocophycideae 12   9.493981e-05 5.983074e-05
## 914  Point  172              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 915  Point  172                 OM190  3   1.385325e-03 1.049731e-03
## 916  Point  172                   OP5  3   0.000000e+00 0.000000e+00
## 917  Point  172                 OP8_1  3   0.000000e+00 0.000000e+00
## 918  Point  172                 OP8_2  3   0.000000e+00 0.000000e+00
## 919  Point  172                 OPB41  3   1.672076e-06 2.896120e-06
## 920  Point  172                 OPB56  3   1.647730e-04 9.731459e-05
## 921  Point  172              Opitutae 12   8.304602e-05 5.836379e-05
## 922  Point  172                  OS-K  3   0.000000e+00 0.000000e+00
## 923  Point  172 Oscillatoriophycideae 18   1.543447e-03 1.919654e-03
## 924  Point  172                PBS-25  3   0.000000e+00 0.000000e+00
## 925  Point  172         Phycisphaerae  6   4.461332e-04 2.973587e-04
## 926  Point  172                  Pla3  3   0.000000e+00 0.000000e+00
## 927  Point  172        Planctomycetia 15   5.133297e-03 2.856916e-03
## 928  Point  172                PRR-11  3   8.557806e-06 7.734330e-06
## 929  Point  172                PRR-12  9   6.885730e-06 5.170662e-06
## 930  Point  172                  RB25  3   3.344152e-06 5.792241e-06
## 931  Point  172                  S085  3   0.000000e+00 0.000000e+00
## 932  Point  172              SAW1_B44  3   0.000000e+00 0.000000e+00
## 933  Point  172                SBRH58  3   0.000000e+00 0.000000e+00
## 934  Point  172                   SC3  3   0.000000e+00 0.000000e+00
## 935  Point  172                  SC72  3   0.000000e+00 0.000000e+00
## 936  Point  172               SHA-109  3   0.000000e+00 0.000000e+00
## 937  Point  172               SHA-114  3   0.000000e+00 0.000000e+00
## 938  Point  172                SHA-37  3   0.000000e+00 0.000000e+00
## 939  Point  172               SJA-176  3   0.000000e+00 0.000000e+00
## 940  Point  172                SJA-28  3   7.083156e-06 1.226839e-05
## 941  Point  172                 SJA-4  3   0.000000e+00 0.000000e+00
## 942  Point  172                  SL56  3   0.000000e+00 0.000000e+00
## 943  Point  172                SM1A07  3   0.000000e+00 0.000000e+00
## 944  Point  172                SM2F11  3   1.672076e-06 2.896120e-06
## 945  Point  172          Solibacteres 12   1.586116e-03 8.007526e-04
## 946  Point  172      Sphingobacteriia  9   4.794169e-03 1.751406e-03
## 947  Point  172          Spirochaetes  9   0.000000e+00 0.000000e+00
## 948  Point  172               Sva0725  3   8.853945e-06 1.533548e-05
## 949  Point  172 Synechococcophycideae 15   2.130725e-02 1.659090e-02
## 950  Point  172           Synergistia  3   0.000000e+00 0.000000e+00
## 951  Point  172                  TA18  3   2.139521e-04 1.083293e-04
## 952  Point  172                   TG3  9   0.000000e+00 0.000000e+00
## 953  Point  172       Thermoleophilia 15   1.325630e-04 8.308437e-05
## 954  Point  172        Thermomicrobia  3   8.255851e-05 6.758744e-05
## 955  Point  172        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 956  Point  172                  TK10  6   3.344152e-06 5.180737e-06
## 957  Point  172                  TK17  3   0.000000e+00 0.000000e+00
## 958  Point  172                 TM7-1  3   1.530357e-03 1.437556e-04
## 959  Point  172                 TM7-3  3   8.656519e-06 8.057152e-06
## 960  Point  172                TSBW08  3   7.083156e-06 1.226839e-05
## 961  Point  172             vadinHA49  3   1.072733e-04 6.958629e-05
## 962  Point  172           VC2_1_Bac22  3   6.885730e-06 5.970566e-06
## 963  Point  172             Verruco-5 12   3.542699e-05 2.979821e-05
## 964  Point  172      Verrucomicrobiae  3   1.316726e-03 5.433870e-04
## 965  Point  172              WCHB1-64  3   0.000000e+00 0.000000e+00
## 966  Point  172                   ZB2  3   4.688737e-04 2.514544e-04
## 967  Point  178        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 968  Point  178        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 969  Point  178  [Chloracidobacteria]  9   1.739985e-02 2.177865e-03
## 970  Point  178         [Cloacamonae]  6   0.000000e+00 0.000000e+00
## 971  Point  178      [Fimbriimonadia]  3   1.749175e-06 3.029660e-06
## 972  Point  178       [Lentisphaeria]  6   1.416685e-06 2.194720e-06
## 973  Point  178         [Leptospirae]  6   2.833371e-06 4.389439e-06
## 974  Point  178   [Methylacidiphilae]  6   0.000000e+00 0.000000e+00
## 975  Point  178         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 976  Point  178        [Pedosphaerae] 18   2.999548e-04 7.064904e-05
## 977  Point  178         [Rhodothermi]  3   8.880673e-06 1.115038e-05
## 978  Point  178         [Saprospirae]  9   2.785438e-01 2.092983e-02
## 979  Point  178      [Spartobacteria]  9   5.546018e-04 1.587871e-04
## 980  Point  178        028H05-P-BN-P5  3   0.000000e+00 0.000000e+00
## 981  Point  178              0319-6E2  3   0.000000e+00 0.000000e+00
## 982  Point  178                 12-24  3   0.000000e+00 0.000000e+00
## 983  Point  178                3BR-5F  3   1.416685e-06 2.453771e-06
## 984  Point  178                4C0d-2  3   6.835721e-04 3.160974e-04
## 985  Point  178                  ABY1  3   5.666742e-06 9.815085e-06
## 986  Point  178        Acidimicrobiia 33   1.034255e-02 3.567088e-04
## 987  Point  178       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 988  Point  178       Acidobacteria-6  9   9.241845e-04 2.534857e-04
## 989  Point  178        Actinobacteria 63   1.930390e-04 4.838101e-05
## 990  Point  178   Alphaproteobacteria 69   1.041032e-01 5.367296e-03
## 991  Point  178          Anaerolineae 21   6.814993e-05 1.982028e-05
## 992  Point  178         Armatimonadia  3   6.669395e-03 3.782023e-04
## 993  Point  178                  B142  3   6.996701e-06 1.211864e-05
## 994  Point  178               Bacilli 33   7.683812e-05 2.904946e-05
## 995  Point  178           Bacteroidia 27   1.170437e-03 1.944241e-04
## 996  Point  178                  BB34  3   0.000000e+00 0.000000e+00
## 997  Point  178                 BD1-5  3   5.684780e-03 1.249301e-03
## 998  Point  178                 BD4-9  3   4.278899e-06 7.411270e-06
## 999  Point  178                BD7-11  3   0.000000e+00 0.000000e+00
## 1000 Point  178    Betaproteobacteria 42   1.814319e-01 1.532576e-02
## 1001 Point  178                 BME43  3   4.503009e-05 2.669567e-05
## 1002 Point  178                BPC102  3   0.000000e+00 0.000000e+00
## 1003 Point  178                 BS119  3   0.000000e+00 0.000000e+00
## 1004 Point  178                 BSV26  3   0.000000e+00 0.000000e+00
## 1005 Point  178                    C6  3   4.250056e-06 7.361313e-06
## 1006 Point  178            Chlamydiia 15   7.121884e-06 7.531905e-06
## 1007 Point  178           Chloroflexi  9   0.000000e+00 0.000000e+00
## 1008 Point  178           Chloroplast  9   8.548905e-03 3.805033e-03
## 1009 Point  178      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1010 Point  178             CK-1C4-19  3   1.058178e-05 1.062541e-05
## 1011 Point  178            Clostridia 36   4.503246e-03 1.246064e-03
## 1012 Point  178        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1013 Point  178            Cytophagia 15   6.120851e-02 1.520353e-03
## 1014 Point  178     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 1015 Point  178            Deinococci  9   7.742805e-02 2.268726e-03
## 1016 Point  178   Deltaproteobacteria 78   9.133387e-03 1.666179e-03
## 1017 Point  178             Ellin6529  3   5.666742e-06 9.815085e-06
## 1018 Point  178         Elusimicrobia  3   0.000000e+00 0.000000e+00
## 1019 Point  178          Endomicrobia  3   4.278899e-06 7.411270e-06
## 1020 Point  178 Epsilonproteobacteria  6   0.000000e+00 0.000000e+00
## 1021 Point  178       Erysipelotrichi  3   0.000000e+00 0.000000e+00
## 1022 Point  178                   F38  3   0.000000e+00 0.000000e+00
## 1023 Point  178         Fibrobacteria  6   0.000000e+00 0.000000e+00
## 1024 Point  178        Flavobacteriia 12   6.954441e-02 2.698822e-03
## 1025 Point  178         Fusobacteriia  9   6.406872e-05 3.853280e-05
## 1026 Point  178   Gammaproteobacteria 96   6.566709e-02 6.560287e-03
## 1027 Point  178                Gemm-1  3   1.416685e-06 2.453771e-06
## 1028 Point  178                Gemm-3  3   0.000000e+00 0.000000e+00
## 1029 Point  178      Gemmatimonadetes  9   3.384843e-04 1.196620e-04
## 1030 Point  178           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 1031 Point  178              GKS2-174  3   3.857260e-04 1.273356e-04
## 1032 Point  178 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1033 Point  178                  GN05  3   0.000000e+00 0.000000e+00
## 1034 Point  178                  GN15  3   0.000000e+00 0.000000e+00
## 1035 Point  178            Holophagae  6   2.833371e-06 4.389439e-06
## 1036 Point  178        Ignavibacteria  6   5.247526e-06 8.129432e-06
## 1037 Point  178                 IIB17  3   0.000000e+00 0.000000e+00
## 1038 Point  178                iii1-8  3   0.000000e+00 0.000000e+00
## 1039 Point  178                koll11  3   0.000000e+00 0.000000e+00
## 1040 Point  178                  KSB1  3   0.000000e+00 0.000000e+00
## 1041 Point  178       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 1042 Point  178             MB-A2-108  3   0.000000e+00 0.000000e+00
## 1043 Point  178                   MCG  3   0.000000e+00 0.000000e+00
## 1044 Point  178       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 1045 Point  178             ML635J-21  3   2.342809e-05 1.707960e-05
## 1046 Point  178            Mollicutes  6   1.133348e-05 1.755776e-05
## 1047 Point  178                 MSBL6  3   0.000000e+00 0.000000e+00
## 1048 Point  178                MVP-15  3   0.000000e+00 0.000000e+00
## 1049 Point  178                MVP-21  3   0.000000e+00 0.000000e+00
## 1050 Point  178            Nitrospira  9   2.270542e-05 2.247835e-05
## 1051 Point  178      Nostocophycideae 12   1.749175e-06 2.583703e-06
## 1052 Point  178              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 1053 Point  178                 OM190  3   8.352898e-04 2.786233e-04
## 1054 Point  178                   OP5  3   0.000000e+00 0.000000e+00
## 1055 Point  178                 OP8_1  3   0.000000e+00 0.000000e+00
## 1056 Point  178                 OP8_2  3   0.000000e+00 0.000000e+00
## 1057 Point  178                 OPB41  3   0.000000e+00 0.000000e+00
## 1058 Point  178                 OPB56  3   1.234293e-04 1.291449e-05
## 1059 Point  178              Opitutae 12   4.216787e-05 2.424622e-05
## 1060 Point  178                  OS-K  3   0.000000e+00 0.000000e+00
## 1061 Point  178 Oscillatoriophycideae 18   4.116059e-05 2.327114e-05
## 1062 Point  178                PBS-25  3   0.000000e+00 0.000000e+00
## 1063 Point  178         Phycisphaerae  6   1.717362e-04 1.384367e-05
## 1064 Point  178                  Pla3  3   0.000000e+00 0.000000e+00
## 1065 Point  178        Planctomycetia 15   5.062253e-03 1.037653e-03
## 1066 Point  178                PRR-11  3   2.059472e-05 1.924667e-05
## 1067 Point  178                PRR-12  9   2.833371e-06 4.250056e-06
## 1068 Point  178                  RB25  3   0.000000e+00 0.000000e+00
## 1069 Point  178                  S085  3   0.000000e+00 0.000000e+00
## 1070 Point  178              SAW1_B44  3   0.000000e+00 0.000000e+00
## 1071 Point  178                SBRH58  3   0.000000e+00 0.000000e+00
## 1072 Point  178                   SC3  3   0.000000e+00 0.000000e+00
## 1073 Point  178                  SC72  3   0.000000e+00 0.000000e+00
## 1074 Point  178               SHA-109  3   0.000000e+00 0.000000e+00
## 1075 Point  178               SHA-114  3   0.000000e+00 0.000000e+00
## 1076 Point  178                SHA-37  3   0.000000e+00 0.000000e+00
## 1077 Point  178               SJA-176  3   0.000000e+00 0.000000e+00
## 1078 Point  178                SJA-28  3   8.548183e-06 1.132636e-05
## 1079 Point  178                 SJA-4  3   2.852599e-06 4.940847e-06
## 1080 Point  178                  SL56  3   0.000000e+00 0.000000e+00
## 1081 Point  178                SM1A07  3   0.000000e+00 0.000000e+00
## 1082 Point  178                SM2F11  3   0.000000e+00 0.000000e+00
## 1083 Point  178          Solibacteres 12   1.901854e-03 3.957113e-04
## 1084 Point  178      Sphingobacteriia  9   5.008239e-03 4.227298e-04
## 1085 Point  178          Spirochaetes  9   1.426300e-06 2.139449e-06
## 1086 Point  178               Sva0725  3   2.852599e-06 4.940847e-06
## 1087 Point  178 Synechococcophycideae 15   1.215859e-02 3.900600e-03
## 1088 Point  178           Synergistia  3   0.000000e+00 0.000000e+00
## 1089 Point  178                  TA18  3   2.829603e-03 2.818438e-04
## 1090 Point  178                   TG3  9   0.000000e+00 0.000000e+00
## 1091 Point  178       Thermoleophilia 15   5.941366e-05 1.658870e-05
## 1092 Point  178        Thermomicrobia  3   4.621564e-05 1.783299e-05
## 1093 Point  178        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 1094 Point  178                  TK10  6   0.000000e+00 0.000000e+00
## 1095 Point  178                  TK17  3   4.250056e-06 7.361313e-06
## 1096 Point  178                 TM7-1  3   2.142437e-03 9.800501e-05
## 1097 Point  178                 TM7-3  3   0.000000e+00 0.000000e+00
## 1098 Point  178                TSBW08  3   1.311150e-05 8.004916e-06
## 1099 Point  178             vadinHA49  3   5.128490e-05 5.148548e-05
## 1100 Point  178           VC2_1_Bac22  3   1.426300e-06 2.470423e-06
## 1101 Point  178             Verruco-5 12   2.512919e-05 9.985907e-06
## 1102 Point  178      Verrucomicrobiae  3   8.660193e-04 2.424089e-04
## 1103 Point  178              WCHB1-64  3   0.000000e+00 0.000000e+00
## 1104 Point  178                   ZB2  3   2.203942e-04 7.979505e-05
## 1105 Point  185        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 1106 Point  185        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 1107 Point  185  [Chloracidobacteria]  9   2.173781e-02 3.260902e-03
## 1108 Point  185         [Cloacamonae]  6   0.000000e+00 0.000000e+00
## 1109 Point  185      [Fimbriimonadia]  3   5.793827e-06 1.003520e-05
## 1110 Point  185       [Lentisphaeria]  6   0.000000e+00 0.000000e+00
## 1111 Point  185         [Leptospirae]  6   0.000000e+00 0.000000e+00
## 1112 Point  185   [Methylacidiphilae]  6   1.448457e-06 2.243939e-06
## 1113 Point  185         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 1114 Point  185        [Pedosphaerae] 18   7.949527e-04 3.136672e-04
## 1115 Point  185         [Rhodothermi]  3   5.161503e-06 8.939986e-06
## 1116 Point  185         [Saprospirae]  9   2.759496e-01 1.562669e-02
## 1117 Point  185      [Spartobacteria]  9   2.162781e-04 6.461082e-06
## 1118 Point  185        028H05-P-BN-P5  3   3.441002e-06 5.959991e-06
## 1119 Point  185              0319-6E2  3   0.000000e+00 0.000000e+00
## 1120 Point  185                 12-24  3   0.000000e+00 0.000000e+00
## 1121 Point  185                3BR-5F  3   1.033691e-04 6.273389e-05
## 1122 Point  185                4C0d-2  3   3.671786e-04 3.038094e-04
## 1123 Point  185                  ABY1  3   0.000000e+00 0.000000e+00
## 1124 Point  185        Acidimicrobiia 33   1.614135e-02 9.865143e-04
## 1125 Point  185       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 1126 Point  185       Acidobacteria-6  9   8.307285e-03 3.365502e-03
## 1127 Point  185        Actinobacteria 63   5.124547e-04 1.681779e-04
## 1128 Point  185   Alphaproteobacteria 69   9.225076e-02 8.204794e-03
## 1129 Point  185          Anaerolineae 21   2.689885e-04 6.714151e-05
## 1130 Point  185         Armatimonadia  3   1.195754e-03 1.681084e-04
## 1131 Point  185                  B142  3   1.306862e-06 2.263551e-06
## 1132 Point  185               Bacilli 33   1.616324e-04 1.168308e-04
## 1133 Point  185           Bacteroidia 27   4.259956e-03 9.481523e-04
## 1134 Point  185                  BB34  3   4.203775e-06 4.352285e-06
## 1135 Point  185                 BD1-5  3   2.680856e-03 1.201792e-03
## 1136 Point  185                 BD4-9  3   0.000000e+00 0.000000e+00
## 1137 Point  185                BD7-11  3   9.561670e-06 1.236365e-05
## 1138 Point  185    Betaproteobacteria 42   1.299196e-01 1.267453e-02
## 1139 Point  185                 BME43  3   4.200822e-04 2.351686e-04
## 1140 Point  185                BPC102  3   0.000000e+00 0.000000e+00
## 1141 Point  185                 BS119  3   3.441002e-06 5.959991e-06
## 1142 Point  185                 BSV26  3   4.747864e-06 5.210989e-06
## 1143 Point  185                    C6  3   2.896913e-06 5.017601e-06
## 1144 Point  185            Chlamydiia 15   3.794213e-05 1.713279e-05
## 1145 Point  185           Chloroflexi  9   3.704891e-05 1.240018e-05
## 1146 Point  185           Chloroplast  9   4.567748e-02 1.558950e-02
## 1147 Point  185      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1148 Point  185             CK-1C4-19  3   1.068329e-05 1.086790e-05
## 1149 Point  185            Clostridia 36   3.464057e-03 8.833908e-04
## 1150 Point  185        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1151 Point  185            Cytophagia 15   2.565998e-02 4.323485e-03
## 1152 Point  185     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 1153 Point  185            Deinococci  9   6.721340e-02 3.932361e-03
## 1154 Point  185   Deltaproteobacteria 78   1.215409e-02 1.129379e-03
## 1155 Point  185             Ellin6529  3   9.482826e-05 7.414920e-05
## 1156 Point  185         Elusimicrobia  3   2.613723e-06 4.527101e-06
## 1157 Point  185          Endomicrobia  3   0.000000e+00 0.000000e+00
## 1158 Point  185 Epsilonproteobacteria  6   4.334224e-06 3.564747e-06
## 1159 Point  185       Erysipelotrichi  3   8.602506e-06 1.489998e-05
## 1160 Point  185                   F38  3   1.720501e-06 2.979995e-06
## 1161 Point  185         Fibrobacteria  6   5.510636e-06 4.285396e-06
## 1162 Point  185        Flavobacteriia 12   3.386490e-02 4.224023e-03
## 1163 Point  185         Fusobacteriia  9   2.002243e-04 3.209550e-05
## 1164 Point  185   Gammaproteobacteria 96   2.358815e-02 6.854785e-03
## 1165 Point  185                Gemm-1  3   1.555045e-05 1.548493e-05
## 1166 Point  185                Gemm-3  3   2.613723e-06 4.527101e-06
## 1167 Point  185      Gemmatimonadetes  9   1.573836e-03 7.500936e-04
## 1168 Point  185           Gitt-GS-136  3   1.448457e-06 2.508801e-06
## 1169 Point  185              GKS2-174  3   6.931898e-04 2.299655e-04
## 1170 Point  185 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1171 Point  185                  GN05  3   0.000000e+00 0.000000e+00
## 1172 Point  185                  GN15  3   0.000000e+00 0.000000e+00
## 1173 Point  185            Holophagae  6   4.485664e-05 4.070198e-05
## 1174 Point  185        Ignavibacteria  6   6.337916e-06 4.963302e-06
## 1175 Point  185                 IIB17  3   3.441002e-06 5.959991e-06
## 1176 Point  185                iii1-8  3   1.693440e-05 9.202196e-06
## 1177 Point  185                koll11  3   0.000000e+00 0.000000e+00
## 1178 Point  185                  KSB1  3   0.000000e+00 0.000000e+00
## 1179 Point  185       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 1180 Point  185             MB-A2-108  3   5.641086e-06 5.895525e-06
## 1181 Point  185                   MCG  3   0.000000e+00 0.000000e+00
## 1182 Point  185       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 1183 Point  185             ML635J-21  3   7.939948e-05 1.533541e-05
## 1184 Point  185            Mollicutes  6   0.000000e+00 0.000000e+00
## 1185 Point  185                 MSBL6  3   0.000000e+00 0.000000e+00
## 1186 Point  185                MVP-15  3   0.000000e+00 0.000000e+00
## 1187 Point  185                MVP-21  3   0.000000e+00 0.000000e+00
## 1188 Point  185            Nitrospira  9   6.389268e-05 1.088997e-05
## 1189 Point  185      Nostocophycideae 12   1.628214e-04 1.287741e-04
## 1190 Point  185              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 1191 Point  185                 OM190  3   8.097124e-03 1.922970e-03
## 1192 Point  185                   OP5  3   0.000000e+00 0.000000e+00
## 1193 Point  185                 OP8_1  3   0.000000e+00 0.000000e+00
## 1194 Point  185                 OP8_2  3   4.345370e-06 7.526402e-06
## 1195 Point  185                 OPB41  3   0.000000e+00 0.000000e+00
## 1196 Point  185                 OPB56  3   2.886264e-04 1.334215e-04
## 1197 Point  185              Opitutae 12   4.987655e-05 4.181329e-05
## 1198 Point  185                  OS-K  3   1.720501e-06 2.979995e-06
## 1199 Point  185 Oscillatoriophycideae 18   1.118004e-04 5.857082e-05
## 1200 Point  185                PBS-25  3   0.000000e+00 0.000000e+00
## 1201 Point  185         Phycisphaerae  6   4.007411e-04 1.462153e-04
## 1202 Point  185                  Pla3  3   0.000000e+00 0.000000e+00
## 1203 Point  185        Planctomycetia 15   1.111016e-02 3.365407e-03
## 1204 Point  185                PRR-11  3   2.291204e-05 2.101577e-05
## 1205 Point  185                PRR-12  9   1.149942e-05 1.137179e-05
## 1206 Point  185                  RB25  3   3.441002e-06 5.959991e-06
## 1207 Point  185                  S085  3   0.000000e+00 0.000000e+00
## 1208 Point  185              SAW1_B44  3   0.000000e+00 0.000000e+00
## 1209 Point  185                SBRH58  3   0.000000e+00 0.000000e+00
## 1210 Point  185                   SC3  3   0.000000e+00 0.000000e+00
## 1211 Point  185                  SC72  3   0.000000e+00 0.000000e+00
## 1212 Point  185               SHA-109  3   0.000000e+00 0.000000e+00
## 1213 Point  185               SHA-114  3   0.000000e+00 0.000000e+00
## 1214 Point  185                SHA-37  3   1.720501e-06 2.979995e-06
## 1215 Point  185               SJA-176  3   2.613723e-06 4.527101e-06
## 1216 Point  185                SJA-28  3   6.882005e-06 1.191998e-05
## 1217 Point  185                 SJA-4  3   6.054725e-06 5.388381e-06
## 1218 Point  185                  SL56  3   0.000000e+00 0.000000e+00
## 1219 Point  185                SM1A07  3   0.000000e+00 0.000000e+00
## 1220 Point  185                SM2F11  3   3.764636e-05 2.237922e-05
## 1221 Point  185          Solibacteres 12   1.134979e-02 1.848902e-03
## 1222 Point  185      Sphingobacteriia  9   4.027671e-03 9.521056e-04
## 1223 Point  185          Spirochaetes  9   1.169581e-05 8.951299e-06
## 1224 Point  185               Sva0725  3   1.306862e-06 2.263551e-06
## 1225 Point  185 Synechococcophycideae 15   1.074827e-01 2.036345e-02
## 1226 Point  185           Synergistia  3   0.000000e+00 0.000000e+00
## 1227 Point  185                  TA18  3   1.331300e-03 2.755994e-04
## 1228 Point  185                   TG3  9   3.920585e-06 5.880877e-06
## 1229 Point  185       Thermoleophilia 15   1.203341e-04 3.679745e-05
## 1230 Point  185        Thermomicrobia  3   4.902219e-04 9.571639e-05
## 1231 Point  185        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 1232 Point  185                  TK10  6   2.896913e-06 4.487879e-06
## 1233 Point  185                  TK17  3   0.000000e+00 0.000000e+00
## 1234 Point  185                 TM7-1  3   2.204230e-03 4.974897e-04
## 1235 Point  185                 TM7-3  3   5.227446e-06 9.054202e-06
## 1236 Point  185                TSBW08  3   8.124360e-06 7.856496e-06
## 1237 Point  185             vadinHA49  3   8.847186e-05 1.845452e-05
## 1238 Point  185           VC2_1_Bac22  3   4.617414e-06 4.370843e-06
## 1239 Point  185             Verruco-5 12   3.909482e-05 1.705996e-05
## 1240 Point  185      Verrucomicrobiae  3   1.713061e-03 2.346569e-04
## 1241 Point  185              WCHB1-64  3   0.000000e+00 0.000000e+00
## 1242 Point  185                   ZB2  3   3.755600e-04 1.132971e-04
## 1243 Point  199        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 1244 Point  199        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 1245 Point  199  [Chloracidobacteria]  9   2.384509e-02 2.891045e-03
## 1246 Point  199         [Cloacamonae]  6   0.000000e+00 0.000000e+00
## 1247 Point  199      [Fimbriimonadia]  3   2.026447e-05 1.002302e-05
## 1248 Point  199       [Lentisphaeria]  6   1.576098e-05 1.226728e-05
## 1249 Point  199         [Leptospirae]  6   7.231817e-05 2.364678e-05
## 1250 Point  199   [Methylacidiphilae]  6   4.240542e-05 4.056478e-05
## 1251 Point  199         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 1252 Point  199        [Pedosphaerae] 18   5.350882e-04 8.846352e-05
## 1253 Point  199         [Rhodothermi]  3   3.246254e-06 2.898494e-06
## 1254 Point  199         [Saprospirae]  9   3.212649e-01 2.061429e-02
## 1255 Point  199      [Spartobacteria]  9   5.855451e-04 5.925377e-05
## 1256 Point  199        028H05-P-BN-P5  3   7.201531e-05 2.654890e-05
## 1257 Point  199              0319-6E2  3   0.000000e+00 0.000000e+00
## 1258 Point  199                 12-24  3   0.000000e+00 0.000000e+00
## 1259 Point  199                3BR-5F  3   1.980328e-05 1.680339e-05
## 1260 Point  199                4C0d-2  3   6.001004e-05 4.369259e-05
## 1261 Point  199                  ABY1  3   5.262853e-06 9.115529e-06
## 1262 Point  199        Acidimicrobiia 33   3.590778e-03 1.014022e-03
## 1263 Point  199       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 1264 Point  199       Acidobacteria-6  9   1.605959e-02 1.939217e-03
## 1265 Point  199        Actinobacteria 63   9.251038e-05 3.303614e-05
## 1266 Point  199   Alphaproteobacteria 69   9.852536e-02 1.085808e-02
## 1267 Point  199          Anaerolineae 21   2.721375e-04 1.163604e-04
## 1268 Point  199         Armatimonadia  3   2.030427e-03 1.898939e-04
## 1269 Point  199                  B142  3   0.000000e+00 0.000000e+00
## 1270 Point  199               Bacilli 33   1.858273e-06 2.668742e-06
## 1271 Point  199           Bacteroidia 27   7.969615e-04 1.290053e-04
## 1272 Point  199                  BB34  3   1.315713e-06 2.278882e-06
## 1273 Point  199                 BD1-5  3   2.030261e-03 3.989984e-04
## 1274 Point  199                 BD4-9  3   4.634235e-06 4.242870e-06
## 1275 Point  199                BD7-11  3   0.000000e+00 0.000000e+00
## 1276 Point  199    Betaproteobacteria 42   1.091130e-01 9.293773e-03
## 1277 Point  199                 BME43  3   4.088360e-04 1.185264e-05
## 1278 Point  199                BPC102  3   0.000000e+00 0.000000e+00
## 1279 Point  199                 BS119  3   1.315713e-06 2.278882e-06
## 1280 Point  199                 BSV26  3   0.000000e+00 0.000000e+00
## 1281 Point  199                    C6  3   4.019408e-06 3.949124e-06
## 1282 Point  199            Chlamydiia 15   9.438133e-05 1.606956e-05
## 1283 Point  199           Chloroflexi  9   3.804205e-05 6.992977e-06
## 1284 Point  199           Chloroplast  9   4.308356e-02 1.834190e-02
## 1285 Point  199      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1286 Point  199             CK-1C4-19  3   1.387981e-06 2.404053e-06
## 1287 Point  199            Clostridia 36   2.002353e-04 1.116957e-04
## 1288 Point  199        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1289 Point  199            Cytophagia 15   2.404342e-02 1.085229e-03
## 1290 Point  199     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 1291 Point  199            Deinococci  9   7.389939e-02 4.483164e-03
## 1292 Point  199   Deltaproteobacteria 78   2.076148e-02 1.425853e-03
## 1293 Point  199             Ellin6529  3   9.268470e-06 8.485740e-06
## 1294 Point  199         Elusimicrobia  3   4.091675e-06 4.165824e-06
## 1295 Point  199          Endomicrobia  3   0.000000e+00 0.000000e+00
## 1296 Point  199 Epsilonproteobacteria  6   1.387981e-06 2.150251e-06
## 1297 Point  199       Erysipelotrichi  3   1.685989e-05 4.990724e-06
## 1298 Point  199                   F38  3   0.000000e+00 0.000000e+00
## 1299 Point  199         Fibrobacteria  6   0.000000e+00 0.000000e+00
## 1300 Point  199        Flavobacteriia 12   4.979223e-02 3.629757e-03
## 1301 Point  199         Fusobacteriia  9   5.707217e-05 1.574601e-05
## 1302 Point  199   Gammaproteobacteria 96   3.140871e-02 2.329793e-03
## 1303 Point  199                Gemm-1  3   1.345531e-05 1.396200e-05
## 1304 Point  199                Gemm-3  3   0.000000e+00 0.000000e+00
## 1305 Point  199      Gemmatimonadetes  9   3.175512e-03 3.025115e-04
## 1306 Point  199           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 1307 Point  199              GKS2-174  3   4.470199e-05 1.472005e-05
## 1308 Point  199 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1309 Point  199                  GN05  3   0.000000e+00 0.000000e+00
## 1310 Point  199                  GN15  3   0.000000e+00 0.000000e+00
## 1311 Point  199            Holophagae  6   3.211356e-04 5.850806e-05
## 1312 Point  199        Ignavibacteria  6   3.205541e-05 1.713827e-05
## 1313 Point  199                 IIB17  3   7.894280e-06 1.367329e-05
## 1314 Point  199                iii1-8  3   2.043190e-05 1.491070e-05
## 1315 Point  199                koll11  3   0.000000e+00 0.000000e+00
## 1316 Point  199                  KSB1  3   0.000000e+00 0.000000e+00
## 1317 Point  199       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 1318 Point  199             MB-A2-108  3   0.000000e+00 0.000000e+00
## 1319 Point  199                   MCG  3   0.000000e+00 0.000000e+00
## 1320 Point  199       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 1321 Point  199             ML635J-21  3   1.351847e-05 1.171988e-05
## 1322 Point  199            Mollicutes  6   1.067935e-05 1.344855e-05
## 1323 Point  199                 MSBL6  3   0.000000e+00 0.000000e+00
## 1324 Point  199                MVP-15  3   0.000000e+00 0.000000e+00
## 1325 Point  199                MVP-21  3   0.000000e+00 0.000000e+00
## 1326 Point  199            Nitrospira  9   1.008245e-04 8.197479e-06
## 1327 Point  199      Nostocophycideae 12   2.722727e-05 7.848258e-06
## 1328 Point  199              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 1329 Point  199                 OM190  3   6.446803e-03 3.709587e-04
## 1330 Point  199                   OP5  3   0.000000e+00 0.000000e+00
## 1331 Point  199                 OP8_1  3   0.000000e+00 0.000000e+00
## 1332 Point  199                 OP8_2  3   1.858273e-06 3.218624e-06
## 1333 Point  199                 OPB41  3   0.000000e+00 0.000000e+00
## 1334 Point  199                 OPB56  3   5.847761e-04 1.201805e-04
## 1335 Point  199              Opitutae 12   1.568976e-04 2.407056e-05
## 1336 Point  199                  OS-K  3   0.000000e+00 0.000000e+00
## 1337 Point  199 Oscillatoriophycideae 18   5.213508e-05 2.305599e-05
## 1338 Point  199                PBS-25  3   1.387981e-06 2.404053e-06
## 1339 Point  199         Phycisphaerae  6   1.931497e-03 1.550134e-04
## 1340 Point  199                  Pla3  3   0.000000e+00 0.000000e+00
## 1341 Point  199        Planctomycetia 15   7.136162e-03 1.254046e-03
## 1342 Point  199                PRR-11  3   4.408716e-05 1.359998e-05
## 1343 Point  199                PRR-12  9   3.246254e-06 2.510169e-06
## 1344 Point  199                  RB25  3   6.723102e-06 6.081637e-06
## 1345 Point  199                  S085  3   0.000000e+00 0.000000e+00
## 1346 Point  199              SAW1_B44  3   0.000000e+00 0.000000e+00
## 1347 Point  199                SBRH58  3   0.000000e+00 0.000000e+00
## 1348 Point  199                   SC3  3   0.000000e+00 0.000000e+00
## 1349 Point  199                  SC72  3   0.000000e+00 0.000000e+00
## 1350 Point  199               SHA-109  3   0.000000e+00 0.000000e+00
## 1351 Point  199               SHA-114  3   0.000000e+00 0.000000e+00
## 1352 Point  199                SHA-37  3   0.000000e+00 0.000000e+00
## 1353 Point  199               SJA-176  3   0.000000e+00 0.000000e+00
## 1354 Point  199                SJA-28  3   1.623127e-05 1.449247e-05
## 1355 Point  199                 SJA-4  3   5.262853e-06 9.115529e-06
## 1356 Point  199                  SL56  3   1.051192e-05 2.364187e-06
## 1357 Point  199                SM1A07  3   0.000000e+00 0.000000e+00
## 1358 Point  199                SM2F11  3   8.397837e-05 2.982262e-05
## 1359 Point  199          Solibacteres 12   1.243730e-02 1.628243e-03
## 1360 Point  199      Sphingobacteriia  9   5.938244e-03 1.142577e-03
## 1361 Point  199          Spirochaetes  9   1.535780e-04 2.223293e-05
## 1362 Point  199               Sva0725  3   1.571161e-05 2.018919e-05
## 1363 Point  199 Synechococcophycideae 15   7.097560e-02 2.292501e-02
## 1364 Point  199           Synergistia  3   0.000000e+00 0.000000e+00
## 1365 Point  199                  TA18  3   1.226738e-03 2.778867e-04
## 1366 Point  199                   TG3  9   4.163943e-06 6.245914e-06
## 1367 Point  199       Thermoleophilia 15   1.361363e-05 3.888934e-06
## 1368 Point  199        Thermomicrobia  3   4.037972e-05 2.780091e-05
## 1369 Point  199        Thermoplasmata  3   2.631427e-06 4.557765e-06
## 1370 Point  199                  TK10  6   0.000000e+00 0.000000e+00
## 1371 Point  199                  TK17  3   5.574820e-06 9.655871e-06
## 1372 Point  199                 TM7-1  3   8.965539e-04 1.586891e-05
## 1373 Point  199                 TM7-3  3   2.775962e-06 4.808107e-06
## 1374 Point  199                TSBW08  3   5.104527e-06 5.634016e-06
## 1375 Point  199             vadinHA49  3   6.951463e-05 2.257230e-05
## 1376 Point  199           VC2_1_Bac22  3   3.839070e-05 2.964225e-05
## 1377 Point  199             Verruco-5 12   1.281734e-04 8.209632e-06
## 1378 Point  199      Verrucomicrobiae  3   2.771544e-03 3.021012e-04
## 1379 Point  199              WCHB1-64  3   0.000000e+00 0.000000e+00
## 1380 Point  199                   ZB2  3   9.066082e-04 6.310838e-05
## 1381 Point  206        [Brachyspirae]  4   0.000000e+00 0.000000e+00
## 1382 Point  206        [Brevinematae]  2   0.000000e+00 0.000000e+00
## 1383 Point  206  [Chloracidobacteria]  6   1.153243e-02 4.444258e-04
## 1384 Point  206         [Cloacamonae]  4   1.526956e-05 1.025026e-05
## 1385 Point  206      [Fimbriimonadia]  2   4.652055e-05 2.506736e-06
## 1386 Point  206       [Lentisphaeria]  4   1.598144e-06 1.845377e-06
## 1387 Point  206         [Leptospirae]  4   6.583778e-05 2.435236e-05
## 1388 Point  206   [Methylacidiphilae]  4   2.723820e-05 9.146341e-06
## 1389 Point  206         [Parvarchaea]  2   0.000000e+00 0.000000e+00
## 1390 Point  206        [Pedosphaerae] 12   5.403880e-04 3.983590e-05
## 1391 Point  206         [Rhodothermi]  2   0.000000e+00 0.000000e+00
## 1392 Point  206         [Saprospirae]  6   3.372088e-01 1.094815e-02
## 1393 Point  206      [Spartobacteria]  6   1.560839e-03 3.057690e-04
## 1394 Point  206        028H05-P-BN-P5  2   5.603966e-05 3.827401e-05
## 1395 Point  206              0319-6E2  2   0.000000e+00 0.000000e+00
## 1396 Point  206                 12-24  2   0.000000e+00 0.000000e+00
## 1397 Point  206                3BR-5F  2   4.094449e-05 1.722215e-05
## 1398 Point  206                4C0d-2  2   1.273838e-04 5.038404e-05
## 1399 Point  206                  ABY1  2   3.778308e-05 3.535241e-05
## 1400 Point  206        Acidimicrobiia 22   8.822511e-03 6.976065e-04
## 1401 Point  206       Acidobacteria-5  2   0.000000e+00 0.000000e+00
## 1402 Point  206       Acidobacteria-6  6   4.141621e-03 6.485911e-04
## 1403 Point  206        Actinobacteria 42   1.884620e-04 1.204062e-07
## 1404 Point  206   Alphaproteobacteria 46   9.164773e-02 6.169728e-03
## 1405 Point  206          Anaerolineae 14   2.133204e-04 8.622062e-07
## 1406 Point  206         Armatimonadia  2   2.783710e-03 3.127949e-05
## 1407 Point  206                  B142  2   0.000000e+00 0.000000e+00
## 1408 Point  206               Bacilli 22   1.363654e-05 8.714232e-07
## 1409 Point  206           Bacteroidia 18   1.090664e-03 2.244005e-04
## 1410 Point  206                  BB34  2   0.000000e+00 0.000000e+00
## 1411 Point  206                 BD1-5  2   3.045582e-03 1.136842e-04
## 1412 Point  206                 BD4-9  2   0.000000e+00 0.000000e+00
## 1413 Point  206                BD7-11  2   0.000000e+00 0.000000e+00
## 1414 Point  206    Betaproteobacteria 28   9.966041e-02 4.315876e-03
## 1415 Point  206                 BME43  2   2.628136e-04 2.225069e-04
## 1416 Point  206                BPC102  2   7.990718e-06 1.130058e-05
## 1417 Point  206                 BS119  2   0.000000e+00 0.000000e+00
## 1418 Point  206                 BSV26  2   2.329515e-05 1.486339e-05
## 1419 Point  206                    C6  2   4.829308e-06 6.829673e-06
## 1420 Point  206            Chlamydiia 10   3.253854e-04 1.711580e-04
## 1421 Point  206           Chloroflexi  6   1.707080e-04 3.358424e-05
## 1422 Point  206           Chloroplast  6   3.209410e-02 2.472161e-03
## 1423 Point  206      Chthonomonadetes  4   7.209085e-06 2.747929e-06
## 1424 Point  206             CK-1C4-19  2   2.414654e-06 3.414837e-06
## 1425 Point  206            Clostridia 24   1.708475e-04 8.005431e-06
## 1426 Point  206        Coriobacteriia  2   0.000000e+00 0.000000e+00
## 1427 Point  206            Cytophagia 10   2.073584e-02 1.870711e-04
## 1428 Point  206     Dehalococcoidetes  4   0.000000e+00 0.000000e+00
## 1429 Point  206            Deinococci  6   3.159299e-02 8.097845e-04
## 1430 Point  206   Deltaproteobacteria 52   2.362662e-02 1.830317e-03
## 1431 Point  206             Ellin6529  2   3.046936e-05 2.112144e-06
## 1432 Point  206         Elusimicrobia  2   1.690258e-05 2.390386e-05
## 1433 Point  206          Endomicrobia  2   0.000000e+00 0.000000e+00
## 1434 Point  206 Epsilonproteobacteria  4   1.207327e-05 1.394101e-05
## 1435 Point  206       Erysipelotrichi  2   2.322540e-05 1.235665e-05
## 1436 Point  206                   F38  2   0.000000e+00 0.000000e+00
## 1437 Point  206         Fibrobacteria  4   1.118701e-05 1.291764e-05
## 1438 Point  206        Flavobacteriia  8   6.637744e-02 5.019688e-03
## 1439 Point  206         Fusobacteriia  6   1.234756e-04 8.294919e-06
## 1440 Point  206   Gammaproteobacteria 64   4.262246e-02 1.123031e-02
## 1441 Point  206                Gemm-1  2   0.000000e+00 0.000000e+00
## 1442 Point  206                Gemm-3  2   0.000000e+00 0.000000e+00
## 1443 Point  206      Gemmatimonadetes  6   1.161221e-03 2.510368e-04
## 1444 Point  206           Gitt-GS-136  2   0.000000e+00 0.000000e+00
## 1445 Point  206              GKS2-174  2   1.601631e-05 8.991141e-06
## 1446 Point  206 Gloeobacterophycideae  2   0.000000e+00 0.000000e+00
## 1447 Point  206                  GN05  2   0.000000e+00 0.000000e+00
## 1448 Point  206                  GN15  2   0.000000e+00 0.000000e+00
## 1449 Point  206            Holophagae  4   1.683282e-05 2.707657e-06
## 1450 Point  206        Ignavibacteria  4   8.518989e-05 5.777052e-05
## 1451 Point  206                 IIB17  2   3.196287e-06 4.520233e-06
## 1452 Point  206                iii1-8  2   1.598144e-06 2.260116e-06
## 1453 Point  206                koll11  2   0.000000e+00 0.000000e+00
## 1454 Point  206                  KSB1  2   9.658616e-06 1.365935e-05
## 1455 Point  206       Ktedonobacteria  2   0.000000e+00 0.000000e+00
## 1456 Point  206             MB-A2-108  2   0.000000e+00 0.000000e+00
## 1457 Point  206                   MCG  2   0.000000e+00 0.000000e+00
## 1458 Point  206       Methanomicrobia  2   0.000000e+00 0.000000e+00
## 1459 Point  206             ML635J-21  2   6.580291e-05 1.621541e-05
## 1460 Point  206            Mollicutes  4   3.196287e-06 3.690755e-06
## 1461 Point  206                 MSBL6  2   0.000000e+00 0.000000e+00
## 1462 Point  206                MVP-15  2   4.829308e-06 6.829673e-06
## 1463 Point  206                MVP-21  2   0.000000e+00 0.000000e+00
## 1464 Point  206            Nitrospira  6   1.346975e-04 1.000739e-05
## 1465 Point  206      Nostocophycideae  8   1.928236e-05 1.036278e-05
## 1466 Point  206              NPL-UPA2  2   0.000000e+00 0.000000e+00
## 1467 Point  206                 OM190  2   1.910149e-03 6.797754e-04
## 1468 Point  206                   OP5  2   0.000000e+00 0.000000e+00
## 1469 Point  206                 OP8_1  2   9.623739e-06 4.932397e-08
## 1470 Point  206                 OP8_2  2   1.686770e-05 1.029383e-05
## 1471 Point  206                 OPB41  2   0.000000e+00 0.000000e+00
## 1472 Point  206                 OPB56  2   1.168311e-03 6.092719e-05
## 1473 Point  206              Opitutae  8   6.179011e-05 1.138481e-05
## 1474 Point  206                  OS-K  2   5.610941e-06 1.105396e-06
## 1475 Point  206 Oscillatoriophycideae 12   1.035511e-04 2.803369e-05
## 1476 Point  206                PBS-25  2   0.000000e+00 0.000000e+00
## 1477 Point  206         Phycisphaerae  4   5.899352e-03 2.468726e-05
## 1478 Point  206                  Pla3  2   0.000000e+00 0.000000e+00
## 1479 Point  206        Planctomycetia 10   4.529090e-03 5.896583e-04
## 1480 Point  206                PRR-11  2   1.892087e-04 2.171333e-05
## 1481 Point  206                PRR-12  6   1.448792e-05 1.587073e-05
## 1482 Point  206                  RB25  2   0.000000e+00 0.000000e+00
## 1483 Point  206                  S085  2   0.000000e+00 0.000000e+00
## 1484 Point  206              SAW1_B44  2   0.000000e+00 0.000000e+00
## 1485 Point  206                SBRH58  2   0.000000e+00 0.000000e+00
## 1486 Point  206                   SC3  2   3.196287e-06 4.520233e-06
## 1487 Point  206                  SC72  2   2.414654e-06 3.414837e-06
## 1488 Point  206               SHA-109  2   0.000000e+00 0.000000e+00
## 1489 Point  206               SHA-114  2   6.392574e-06 9.040465e-06
## 1490 Point  206                SHA-37  2   7.243962e-06 1.024451e-05
## 1491 Point  206               SJA-176  2   1.598144e-06 2.260116e-06
## 1492 Point  206                SJA-28  2   1.445305e-05 6.878997e-06
## 1493 Point  206                 SJA-4  2   0.000000e+00 0.000000e+00
## 1494 Point  206                  SL56  2   0.000000e+00 0.000000e+00
## 1495 Point  206                SM1A07  2   0.000000e+00 0.000000e+00
## 1496 Point  206                SM2F11  2   1.282003e-05 4.470909e-06
## 1497 Point  206          Solibacteres  8   4.684367e-03 2.582038e-04
## 1498 Point  206      Sphingobacteriia  6   5.844065e-03 5.230740e-04
## 1499 Point  206          Spirochaetes  6   2.489330e-05 9.762454e-06
## 1500 Point  206               Sva0725  2   7.219548e-05 7.174941e-06
## 1501 Point  206 Synechococcophycideae 10   5.593961e-02 1.074286e-02
## 1502 Point  206           Synergistia  2   0.000000e+00 0.000000e+00
## 1503 Point  206                  TA18  2   7.868366e-04 4.145980e-05
## 1504 Point  206                   TG3  6   0.000000e+00 0.000000e+00
## 1505 Point  206       Thermoleophilia 10   2.088050e-05 8.533248e-06
## 1506 Point  206        Thermomicrobia  2   6.736617e-05 3.452678e-07
## 1507 Point  206        Thermoplasmata  2   4.829308e-06 6.829673e-06
## 1508 Point  206                  TK10  4   0.000000e+00 0.000000e+00
## 1509 Point  206                  TK17  2   9.623739e-06 4.932397e-08
## 1510 Point  206                 TM7-1  2   9.380386e-04 2.100895e-04
## 1511 Point  206                 TM7-3  2   6.392574e-06 9.040465e-06
## 1512 Point  206                TSBW08  2   2.414654e-06 3.414837e-06
## 1513 Point  206             vadinHA49  2   1.106556e-04 6.237785e-06
## 1514 Point  206           VC2_1_Bac22  2   6.981570e-05 1.737013e-05
## 1515 Point  206             Verruco-5  8   1.690750e-04 4.135459e-05
## 1516 Point  206      Verrucomicrobiae  2   3.617375e-03 4.305849e-04
## 1517 Point  206              WCHB1-64  2   0.000000e+00 0.000000e+00
## 1518 Point  206                   ZB2  2   1.204237e-03 1.887707e-04
## 1519 Point  214        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 1520 Point  214        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 1521 Point  214  [Chloracidobacteria]  9   1.328736e-02 6.853700e-04
## 1522 Point  214         [Cloacamonae]  6   1.538138e-05 5.380327e-06
## 1523 Point  214      [Fimbriimonadia]  3   2.907694e-05 2.378902e-06
## 1524 Point  214       [Lentisphaeria]  6   1.134571e-05 2.166812e-06
## 1525 Point  214         [Leptospirae]  6   6.638846e-05 1.906960e-05
## 1526 Point  214   [Methylacidiphilae]  6   8.703422e-06 3.875436e-06
## 1527 Point  214         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 1528 Point  214        [Pedosphaerae] 18   3.677684e-04 4.476306e-05
## 1529 Point  214         [Rhodothermi]  3   1.515282e-06 2.624546e-06
## 1530 Point  214         [Saprospirae]  9   3.077331e-01 7.072841e-03
## 1531 Point  214      [Spartobacteria]  9   5.797021e-04 7.039198e-05
## 1532 Point  214        028H05-P-BN-P5  3   2.963575e-05 1.366818e-05
## 1533 Point  214              0319-6E2  3   0.000000e+00 0.000000e+00
## 1534 Point  214                 12-24  3   1.538138e-05 6.015388e-06
## 1535 Point  214                3BR-5F  3   9.181658e-06 7.952694e-06
## 1536 Point  214                4C0d-2  3   3.236397e-04 6.459938e-05
## 1537 Point  214                  ABY1  3   4.561728e-05 3.976764e-06
## 1538 Point  214        Acidimicrobiia 33   4.336128e-03 6.143605e-04
## 1539 Point  214       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 1540 Point  214       Acidobacteria-6  9   7.031281e-03 6.478394e-04
## 1541 Point  214        Actinobacteria 63   1.303066e-04 3.957960e-05
## 1542 Point  214   Alphaproteobacteria 69   9.559706e-02 8.922345e-04
## 1543 Point  214          Anaerolineae 21   4.403639e-04 2.186414e-05
## 1544 Point  214         Armatimonadia  3   2.048907e-03 1.501733e-04
## 1545 Point  214                  B142  3   0.000000e+00 0.000000e+00
## 1546 Point  214               Bacilli 33   5.997244e-06 4.627373e-06
## 1547 Point  214           Bacteroidia 27   1.112868e-03 1.704668e-04
## 1548 Point  214                  BB34  3   1.158953e-06 2.007365e-06
## 1549 Point  214                 BD1-5  3   1.964637e-03 1.245063e-04
## 1550 Point  214                 BD4-9  3   0.000000e+00 0.000000e+00
## 1551 Point  214                BD7-11  3   9.506045e-06 4.209535e-06
## 1552 Point  214    Betaproteobacteria 42   8.081258e-02 3.605772e-03
## 1553 Point  214                 BME43  3   1.238356e-04 3.338802e-05
## 1554 Point  214                BPC102  3   3.476858e-06 6.022095e-06
## 1555 Point  214                 BS119  3   0.000000e+00 0.000000e+00
## 1556 Point  214                 BSV26  3   4.546343e-05 1.355580e-05
## 1557 Point  214                    C6  3   8.825328e-06 8.695206e-06
## 1558 Point  214            Chlamydiia 15   1.581485e-04 3.908237e-05
## 1559 Point  214           Chloroflexi  9   1.357356e-04 4.222139e-05
## 1560 Point  214           Chloroplast  9   6.595296e-03 3.602425e-04
## 1561 Point  214      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1562 Point  214             CK-1C4-19  3   3.679338e-06 6.372801e-06
## 1563 Point  214            Clostridia 36   1.502078e-04 2.295834e-05
## 1564 Point  214        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1565 Point  214            Cytophagia 15   3.230019e-02 2.610119e-03
## 1566 Point  214     Dehalococcoidetes  6   4.870234e-06 4.096868e-06
## 1567 Point  214            Deinococci  9   5.218391e-02 8.947982e-04
## 1568 Point  214   Deltaproteobacteria 78   1.603615e-02 9.944642e-04
## 1569 Point  214             Ellin6529  3   4.650048e-05 1.922780e-05
## 1570 Point  214         Elusimicrobia  3   2.640271e-05 1.795227e-06
## 1571 Point  214          Endomicrobia  3   0.000000e+00 0.000000e+00
## 1572 Point  214 Epsilonproteobacteria  6   2.132060e-05 1.697438e-05
## 1573 Point  214       Erysipelotrichi  3   2.522850e-05 3.086764e-05
## 1574 Point  214                   F38  3   0.000000e+00 0.000000e+00
## 1575 Point  214         Fibrobacteria  6   8.995865e-06 7.487458e-06
## 1576 Point  214        Flavobacteriia 12   4.980656e-02 2.572204e-03
## 1577 Point  214         Fusobacteriia  9   1.643162e-04 2.476300e-05
## 1578 Point  214   Gammaproteobacteria 96   3.444340e-02 2.229327e-03
## 1579 Point  214                Gemm-1  3   5.122625e-05 1.762118e-05
## 1580 Point  214                Gemm-3  3   0.000000e+00 0.000000e+00
## 1581 Point  214      Gemmatimonadetes  9   2.243058e-03 2.879720e-04
## 1582 Point  214           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 1583 Point  214              GKS2-174  3   1.425437e-05 9.830573e-06
## 1584 Point  214 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1585 Point  214                  GN05  3   1.158953e-06 2.007365e-06
## 1586 Point  214                  GN15  3   0.000000e+00 0.000000e+00
## 1587 Point  214            Holophagae  6   1.747073e-05 2.190112e-05
## 1588 Point  214        Ignavibacteria  6   6.166269e-05 1.033849e-05
## 1589 Point  214                 IIB17  3   0.000000e+00 0.000000e+00
## 1590 Point  214                iii1-8  3   4.407005e-05 1.172542e-05
## 1591 Point  214                koll11  3   0.000000e+00 0.000000e+00
## 1592 Point  214                  KSB1  3   0.000000e+00 0.000000e+00
## 1593 Point  214       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 1594 Point  214             MB-A2-108  3   0.000000e+00 0.000000e+00
## 1595 Point  214                   MCG  3   0.000000e+00 0.000000e+00
## 1596 Point  214       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 1597 Point  214             ML635J-21  3   6.036514e-05 3.171918e-05
## 1598 Point  214            Mollicutes  6   1.173399e-05 8.541018e-06
## 1599 Point  214                 MSBL6  3   5.519007e-06 9.559201e-06
## 1600 Point  214                MVP-15  3   0.000000e+00 0.000000e+00
## 1601 Point  214                MVP-21  3   0.000000e+00 0.000000e+00
## 1602 Point  214            Nitrospira  9   1.616646e-04 2.537888e-05
## 1603 Point  214      Nostocophycideae 12   1.062138e-04 8.584871e-05
## 1604 Point  214              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 1605 Point  214                 OM190  3   2.836466e-03 2.658089e-05
## 1606 Point  214                   OP5  3   0.000000e+00 0.000000e+00
## 1607 Point  214                 OP8_1  3   1.054309e-05 3.369287e-06
## 1608 Point  214                 OP8_2  3   2.731785e-05 1.767222e-05
## 1609 Point  214                 OPB41  3   0.000000e+00 0.000000e+00
## 1610 Point  214                 OPB56  3   1.323061e-03 4.726120e-05
## 1611 Point  214              Opitutae 12   1.182875e-04 5.955236e-05
## 1612 Point  214                  OS-K  3   1.182395e-05 8.027717e-06
## 1613 Point  214 Oscillatoriophycideae 18   2.336338e-04 6.552041e-05
## 1614 Point  214                PBS-25  3   0.000000e+00 0.000000e+00
## 1615 Point  214         Phycisphaerae  6   2.984521e-03 3.118658e-04
## 1616 Point  214                  Pla3  3   0.000000e+00 0.000000e+00
## 1617 Point  214        Planctomycetia 15   4.633208e-03 2.997879e-04
## 1618 Point  214                PRR-11  3   6.064820e-05 3.243185e-05
## 1619 Point  214                PRR-12  9   3.401106e-05 1.882107e-05
## 1620 Point  214                  RB25  3   1.089942e-05 7.354245e-06
## 1621 Point  214                  S085  3   0.000000e+00 0.000000e+00
## 1622 Point  214              SAW1_B44  3   5.519007e-06 9.559201e-06
## 1623 Point  214                SBRH58  3   0.000000e+00 0.000000e+00
## 1624 Point  214                   SC3  3   1.824141e-05 1.317189e-05
## 1625 Point  214                  SC72  3   0.000000e+00 0.000000e+00
## 1626 Point  214               SHA-109  3   1.515282e-06 2.624546e-06
## 1627 Point  214               SHA-114  3   1.515282e-06 2.624546e-06
## 1628 Point  214                SHA-37  3   4.635811e-06 8.029460e-06
## 1629 Point  214               SJA-176  3   4.838291e-06 5.643542e-06
## 1630 Point  214                SJA-28  3   1.227572e-04 3.147906e-05
## 1631 Point  214                 SJA-4  3   0.000000e+00 0.000000e+00
## 1632 Point  214                  SL56  3   0.000000e+00 0.000000e+00
## 1633 Point  214                SM1A07  3   0.000000e+00 0.000000e+00
## 1634 Point  214                SM2F11  3   1.406858e-05 1.710883e-05
## 1635 Point  214          Solibacteres 12   4.190602e-03 2.136688e-04
## 1636 Point  214      Sphingobacteriia  9   5.374118e-03 3.115481e-04
## 1637 Point  214          Spirochaetes  9   4.625875e-05 3.375802e-05
## 1638 Point  214               Sva0725  3   3.749325e-04 3.586670e-04
## 1639 Point  214 Synechococcophycideae 15   1.463725e-01 1.613943e-02
## 1640 Point  214           Synergistia  3   0.000000e+00 0.000000e+00
## 1641 Point  214                  TA18  3   4.483356e-04 1.231200e-04
## 1642 Point  214                   TG3  9   1.137766e-05 5.529649e-06
## 1643 Point  214       Thermoleophilia 15   4.157575e-06 3.102840e-06
## 1644 Point  214        Thermomicrobia  3   4.146909e-05 2.430819e-05
## 1645 Point  214        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 1646 Point  214                  TK10  6   0.000000e+00 0.000000e+00
## 1647 Point  214                  TK17  3   3.679338e-06 6.372801e-06
## 1648 Point  214                 TM7-1  3   5.933816e-04 6.269888e-05
## 1649 Point  214                 TM7-3  3   6.507423e-06 5.675215e-06
## 1650 Point  214                TSBW08  3   4.545847e-06 7.873638e-06
## 1651 Point  214             vadinHA49  3   1.386283e-04 9.805251e-05
## 1652 Point  214           VC2_1_Bac22  3   1.231410e-04 4.631361e-05
## 1653 Point  214             Verruco-5 12   3.145820e-04 2.206957e-05
## 1654 Point  214      Verrucomicrobiae  3   3.397857e-03 3.632050e-04
## 1655 Point  214              WCHB1-64  3   0.000000e+00 0.000000e+00
## 1656 Point  214                   ZB2  3   3.948838e-04 4.649526e-05
## 1657 South  172        [Brachyspirae]  6   4.841513e-06 7.500440e-06
## 1658 South  172        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 1659 South  172  [Chloracidobacteria]  9   2.954788e-02 5.623127e-03
## 1660 South  172         [Cloacamonae]  6   0.000000e+00 0.000000e+00
## 1661 South  172      [Fimbriimonadia]  3   1.444210e-05 1.749117e-05
## 1662 South  172       [Lentisphaeria]  6   3.702984e-06 5.736638e-06
## 1663 South  172         [Leptospirae]  6   6.290465e-06 9.745147e-06
## 1664 South  172   [Methylacidiphilae]  6   9.641805e-06 1.147817e-05
## 1665 South  172         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 1666 South  172        [Pedosphaerae] 18   2.221134e-04 7.570818e-05
## 1667 South  172         [Rhodothermi]  3   2.569774e-05 3.301972e-05
## 1668 South  172         [Saprospirae]  9   2.256759e-01 2.093960e-02
## 1669 South  172      [Spartobacteria]  9   2.314531e-04 2.353099e-04
## 1670 South  172        028H05-P-BN-P5  3   2.443555e-05 1.187402e-05
## 1671 South  172              0319-6E2  3   0.000000e+00 0.000000e+00
## 1672 South  172                 12-24  3   4.841513e-06 8.385747e-06
## 1673 South  172                3BR-5F  3   1.291070e-05 2.236199e-05
## 1674 South  172                4C0d-2  3   6.236257e-05 6.060310e-05
## 1675 South  172                  ABY1  3   3.145233e-06 5.447703e-06
## 1676 South  172        Acidimicrobiia 33   2.909252e-02 1.068263e-02
## 1677 South  172       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 1678 South  172       Acidobacteria-6  9   1.176160e-03 2.751793e-05
## 1679 South  172        Actinobacteria 63   1.672089e-03 3.268564e-04
## 1680 South  172   Alphaproteobacteria 69   1.610157e-01 3.121611e-03
## 1681 South  172          Anaerolineae 21   1.847066e-04 1.058049e-04
## 1682 South  172         Armatimonadia  3   7.370344e-03 1.252531e-03
## 1683 South  172                  B142  3   1.613838e-06 2.795249e-06
## 1684 South  172               Bacilli 33   5.793327e-05 7.008737e-05
## 1685 South  172           Bacteroidia 27   6.550725e-04 3.207826e-04
## 1686 South  172                  BB34  3   0.000000e+00 0.000000e+00
## 1687 South  172                 BD1-5  3   7.078278e-03 1.617453e-03
## 1688 South  172                 BD4-9  3   4.841513e-06 8.385747e-06
## 1689 South  172                BD7-11  3   0.000000e+00 0.000000e+00
## 1690 South  172    Betaproteobacteria 42   1.628000e-01 2.230144e-02
## 1691 South  172                 BME43  3   1.313914e-04 1.424564e-04
## 1692 South  172                BPC102  3   0.000000e+00 0.000000e+00
## 1693 South  172                 BS119  3   0.000000e+00 0.000000e+00
## 1694 South  172                 BSV26  3   9.600583e-06 9.684079e-06
## 1695 South  172                    C6  3   0.000000e+00 0.000000e+00
## 1696 South  172            Chlamydiia 15   1.427721e-05 1.196330e-05
## 1697 South  172           Chloroflexi  9   1.350000e-05 3.062088e-06
## 1698 South  172           Chloroplast  9   1.664411e-02 3.950418e-03
## 1699 South  172      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1700 South  172             CK-1C4-19  3   0.000000e+00 0.000000e+00
## 1701 South  172            Clostridia 36   8.830089e-04 4.882886e-04
## 1702 South  172        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1703 South  172            Cytophagia 15   1.534791e-01 3.011997e-02
## 1704 South  172     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 1705 South  172            Deinococci  9   2.589008e-02 1.067506e-02
## 1706 South  172   Deltaproteobacteria 78   2.068596e-02 2.030225e-03
## 1707 South  172             Ellin6529  3   2.857262e-05 7.974547e-06
## 1708 South  172         Elusimicrobia  3   1.110895e-05 1.924127e-05
## 1709 South  172          Endomicrobia  3   0.000000e+00 0.000000e+00
## 1710 South  172 Epsilonproteobacteria  6   6.693005e-06 6.555166e-06
## 1711 South  172       Erysipelotrichi  3   1.224748e-05 1.128262e-05
## 1712 South  172                   F38  3   1.572616e-05 2.723851e-05
## 1713 South  172         Fibrobacteria  6   1.613838e-06 2.500147e-06
## 1714 South  172        Flavobacteriia 12   7.149890e-02 1.402093e-02
## 1715 South  172         Fusobacteriia  9   3.969492e-05 3.473447e-05
## 1716 South  172   Gammaproteobacteria 96   2.336364e-02 1.509224e-03
## 1717 South  172                Gemm-1  3   1.358244e-05 7.794986e-06
## 1718 South  172                Gemm-3  3   0.000000e+00 0.000000e+00
## 1719 South  172      Gemmatimonadetes  9   3.806662e-04 4.711227e-05
## 1720 South  172           Gitt-GS-136  3   1.613838e-06 2.795249e-06
## 1721 South  172              GKS2-174  3   4.018958e-05 1.729161e-05
## 1722 South  172 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1723 South  172                  GN05  3   0.000000e+00 0.000000e+00
## 1724 South  172                  GN15  3   0.000000e+00 0.000000e+00
## 1725 South  172            Holophagae  6   1.684167e-05 1.332669e-05
## 1726 South  172        Ignavibacteria  6   5.316821e-06 4.981697e-06
## 1727 South  172                 IIB17  3   0.000000e+00 0.000000e+00
## 1728 South  172                iii1-8  3   1.657246e-05 1.533459e-05
## 1729 South  172                koll11  3   0.000000e+00 0.000000e+00
## 1730 South  172                  KSB1  3   0.000000e+00 0.000000e+00
## 1731 South  172       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 1732 South  172             MB-A2-108  3   0.000000e+00 0.000000e+00
## 1733 South  172                   MCG  3   0.000000e+00 0.000000e+00
## 1734 South  172       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 1735 South  172             ML635J-21  3   5.812855e-05 8.991609e-06
## 1736 South  172            Mollicutes  6   2.156919e-05 9.609895e-06
## 1737 South  172                 MSBL6  3   0.000000e+00 0.000000e+00
## 1738 South  172                MVP-15  3   0.000000e+00 0.000000e+00
## 1739 South  172                MVP-21  3   0.000000e+00 0.000000e+00
## 1740 South  172            Nitrospira  9   9.705593e-05 2.440956e-06
## 1741 South  172      Nostocophycideae 12   6.331687e-06 6.134622e-06
## 1742 South  172              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 1743 South  172                 OM190  3   6.608646e-04 1.490632e-04
## 1744 South  172                   OP5  3   0.000000e+00 0.000000e+00
## 1745 South  172                 OP8_1  3   0.000000e+00 0.000000e+00
## 1746 South  172                 OP8_2  3   0.000000e+00 0.000000e+00
## 1747 South  172                 OPB41  3   0.000000e+00 0.000000e+00
## 1748 South  172                 OPB56  3   8.744798e-05 9.737836e-05
## 1749 South  172              Opitutae 12   7.420268e-05 2.414078e-05
## 1750 South  172                  OS-K  3   4.717849e-06 8.171554e-06
## 1751 South  172 Oscillatoriophycideae 18   9.948820e-05 1.218748e-05
## 1752 South  172                PBS-25  3   3.702984e-06 6.413756e-06
## 1753 South  172         Phycisphaerae  6   1.811574e-04 8.764300e-05
## 1754 South  172                  Pla3  3   0.000000e+00 0.000000e+00
## 1755 South  172        Planctomycetia 15   2.979045e-03 3.465324e-04
## 1756 South  172                PRR-11  3   1.452454e-05 2.515724e-05
## 1757 South  172                PRR-12  9   1.423599e-05 1.470227e-05
## 1758 South  172                  RB25  3   0.000000e+00 0.000000e+00
## 1759 South  172                  S085  3   0.000000e+00 0.000000e+00
## 1760 South  172              SAW1_B44  3   0.000000e+00 0.000000e+00
## 1761 South  172                SBRH58  3   0.000000e+00 0.000000e+00
## 1762 South  172                   SC3  3   3.145233e-06 5.447703e-06
## 1763 South  172                  SC72  3   5.554476e-06 9.620634e-06
## 1764 South  172               SHA-109  3   0.000000e+00 0.000000e+00
## 1765 South  172               SHA-114  3   0.000000e+00 0.000000e+00
## 1766 South  172                SHA-37  3   0.000000e+00 0.000000e+00
## 1767 South  172               SJA-176  3   0.000000e+00 0.000000e+00
## 1768 South  172                SJA-28  3   5.521245e-05 4.626236e-05
## 1769 South  172                 SJA-4  3   0.000000e+00 0.000000e+00
## 1770 South  172                  SL56  3   3.227675e-06 5.590498e-06
## 1771 South  172                SM1A07  3   0.000000e+00 0.000000e+00
## 1772 South  172                SM2F11  3   5.275600e-06 5.575438e-06
## 1773 South  172          Solibacteres 12   1.691261e-03 6.174682e-04
## 1774 South  172      Sphingobacteriia  9   3.727195e-03 5.446491e-04
## 1775 South  172          Spirochaetes  9   2.265682e-05 1.840161e-05
## 1776 South  172               Sva0725  3   3.922929e-05 1.530873e-05
## 1777 South  172 Synechococcophycideae 15   3.347825e-03 1.297831e-03
## 1778 South  172           Synergistia  3   0.000000e+00 0.000000e+00
## 1779 South  172                  TA18  3   4.478583e-04 1.502935e-04
## 1780 South  172                   TG3  9   5.554476e-06 8.331713e-06
## 1781 South  172       Thermoleophilia 15   3.394606e-04 1.556275e-04
## 1782 South  172        Thermomicrobia  3   6.138777e-05 1.668022e-05
## 1783 South  172        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 1784 South  172                  TK10  6   0.000000e+00 0.000000e+00
## 1785 South  172                  TK17  3   4.841513e-06 8.385747e-06
## 1786 South  172                 TM7-1  3   1.123395e-03 1.764220e-04
## 1787 South  172                 TM7-3  3   6.569341e-06 7.131142e-06
## 1788 South  172                TSBW08  3   6.331687e-06 7.193482e-06
## 1789 South  172             vadinHA49  3   1.087130e-05 1.483560e-05
## 1790 South  172           VC2_1_Bac22  3   3.227675e-06 5.590498e-06
## 1791 South  172             Verruco-5 12   1.039599e-05 7.731924e-06
## 1792 South  172      Verrucomicrobiae  3   1.572256e-03 6.397107e-04
## 1793 South  172              WCHB1-64  3   0.000000e+00 0.000000e+00
## 1794 South  172                   ZB2  3   2.230228e-04 4.366139e-05
## 1795 South  178        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 1796 South  178        [Brevinematae]  3   1.851173e-06 3.206326e-06
## 1797 South  178  [Chloracidobacteria]  9   4.152831e-02 4.518703e-03
## 1798 South  178         [Cloacamonae]  6   0.000000e+00 0.000000e+00
## 1799 South  178      [Fimbriimonadia]  3   1.199409e-05 1.187418e-05
## 1800 South  178       [Lentisphaeria]  6   0.000000e+00 0.000000e+00
## 1801 South  178         [Leptospirae]  6   5.021491e-06 5.035136e-06
## 1802 South  178   [Methylacidiphilae]  6   8.077247e-06 7.298212e-06
## 1803 South  178         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 1804 South  178        [Pedosphaerae] 18   7.349372e-04 5.157286e-05
## 1805 South  178         [Rhodothermi]  3   2.534791e-05 2.390644e-05
## 1806 South  178         [Saprospirae]  9   2.338435e-01 8.443500e-03
## 1807 South  178      [Spartobacteria]  9   2.686183e-04 6.952711e-05
## 1808 South  178        028H05-P-BN-P5  3   6.595723e-06 1.142413e-05
## 1809 South  178              0319-6E2  3   0.000000e+00 0.000000e+00
## 1810 South  178                 12-24  3   0.000000e+00 0.000000e+00
## 1811 South  178                3BR-5F  3   7.996057e-06 7.916117e-06
## 1812 South  178                4C0d-2  3   2.985200e-05 2.637110e-05
## 1813 South  178                  ABY1  3   0.000000e+00 0.000000e+00
## 1814 South  178        Acidimicrobiia 33   1.623152e-02 3.759873e-03
## 1815 South  178       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 1816 South  178       Acidobacteria-6  9   1.448216e-02 4.567633e-03
## 1817 South  178        Actinobacteria 63   1.387765e-03 3.298309e-04
## 1818 South  178   Alphaproteobacteria 69   1.389276e-01 1.247185e-02
## 1819 South  178          Anaerolineae 21   2.392099e-04 6.245148e-05
## 1820 South  178         Armatimonadia  3   1.178534e-03 1.411098e-04
## 1821 South  178                  B142  3   0.000000e+00 0.000000e+00
## 1822 South  178               Bacilli 33   1.803904e-05 7.123284e-06
## 1823 South  178           Bacteroidia 27   1.015037e-03 2.778247e-04
## 1824 South  178                  BB34  3   0.000000e+00 0.000000e+00
## 1825 South  178                 BD1-5  3   6.051170e-03 3.219258e-03
## 1826 South  178                 BD4-9  3   0.000000e+00 0.000000e+00
## 1827 South  178                BD7-11  3   0.000000e+00 0.000000e+00
## 1828 South  178    Betaproteobacteria 42   1.862712e-01 2.762646e-02
## 1829 South  178                 BME43  3   1.046045e-05 6.205038e-06
## 1830 South  178                BPC102  3   0.000000e+00 0.000000e+00
## 1831 South  178                 BS119  3   0.000000e+00 0.000000e+00
## 1832 South  178                 BSV26  3   0.000000e+00 0.000000e+00
## 1833 South  178                    C6  3   0.000000e+00 0.000000e+00
## 1834 South  178            Chlamydiia 15   5.808607e-06 5.020436e-06
## 1835 South  178           Chloroflexi  9   5.235025e-05 4.874347e-05
## 1836 South  178           Chloroplast  9   1.528692e-02 1.755713e-02
## 1837 South  178      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1838 South  178             CK-1C4-19  3   0.000000e+00 0.000000e+00
## 1839 South  178            Clostridia 36   2.170729e-04 5.813361e-05
## 1840 South  178        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1841 South  178            Cytophagia 15   3.470923e-02 3.335869e-03
## 1842 South  178     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 1843 South  178            Deinococci  9   4.152299e-02 1.185636e-02
## 1844 South  178   Deltaproteobacteria 78   1.178370e-02 1.839846e-03
## 1845 South  178             Ellin6529  3   4.079218e-06 7.065414e-06
## 1846 South  178         Elusimicrobia  3   3.957434e-06 6.854476e-06
## 1847 South  178          Endomicrobia  3   0.000000e+00 0.000000e+00
## 1848 South  178 Epsilonproteobacteria  6   6.381230e-06 3.661000e-06
## 1849 South  178       Erysipelotrichi  3   2.609754e-05 2.160518e-05
## 1850 South  178                   F38  3   1.090317e-04 5.032456e-05
## 1851 South  178         Fibrobacteria  6   2.638289e-06 4.087220e-06
## 1852 South  178        Flavobacteriia 12   2.352850e-02 3.886989e-03
## 1853 South  178         Fusobacteriia  9   1.851173e-06 2.776760e-06
## 1854 South  178   Gammaproteobacteria 96   1.488996e-01 2.136030e-02
## 1855 South  178                Gemm-1  3   9.969015e-06 9.065309e-06
## 1856 South  178                Gemm-3  3   0.000000e+00 0.000000e+00
## 1857 South  178      Gemmatimonadetes  9   1.604865e-03 5.802559e-04
## 1858 South  178           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 1859 South  178              GKS2-174  3   1.668485e-03 9.911518e-04
## 1860 South  178 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1861 South  178                  GN05  3   0.000000e+00 0.000000e+00
## 1862 South  178                  GN15  3   0.000000e+00 0.000000e+00
## 1863 South  178            Holophagae  6   5.727280e-05 2.847806e-05
## 1864 South  178        Ignavibacteria  6   1.528619e-05 8.472550e-06
## 1865 South  178                 IIB17  3   0.000000e+00 0.000000e+00
## 1866 South  178                iii1-8  3   2.719479e-06 4.710276e-06
## 1867 South  178                koll11  3   0.000000e+00 0.000000e+00
## 1868 South  178                  KSB1  3   0.000000e+00 0.000000e+00
## 1869 South  178       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 1870 South  178             MB-A2-108  3   0.000000e+00 0.000000e+00
## 1871 South  178                   MCG  3   0.000000e+00 0.000000e+00
## 1872 South  178       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 1873 South  178             ML635J-21  3   9.396392e-06 8.435502e-06
## 1874 South  178            Mollicutes  6   7.404692e-06 1.147130e-05
## 1875 South  178                 MSBL6  3   0.000000e+00 0.000000e+00
## 1876 South  178                MVP-15  3   7.659780e-06 6.644590e-06
## 1877 South  178                MVP-21  3   0.000000e+00 0.000000e+00
## 1878 South  178            Nitrospira  9   2.540769e-04 1.072225e-04
## 1879 South  178      Nostocophycideae 12   0.000000e+00 0.000000e+00
## 1880 South  178              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 1881 South  178                 OM190  3   2.336255e-03 1.606031e-04
## 1882 South  178                   OP5  3   0.000000e+00 0.000000e+00
## 1883 South  178                 OP8_1  3   0.000000e+00 0.000000e+00
## 1884 South  178                 OP8_2  3   0.000000e+00 0.000000e+00
## 1885 South  178                 OPB41  3   0.000000e+00 0.000000e+00
## 1886 South  178                 OPB56  3   7.049644e-05 2.808156e-05
## 1887 South  178              Opitutae 12   8.516630e-05 3.532267e-05
## 1888 South  178                  OS-K  3   4.079218e-06 7.065414e-06
## 1889 South  178 Oscillatoriophycideae 18   1.433878e-04 9.484493e-05
## 1890 South  178                PBS-25  3   4.079218e-06 7.065414e-06
## 1891 South  178         Phycisphaerae  6   2.008324e-04 1.332880e-04
## 1892 South  178                  Pla3  3   0.000000e+00 0.000000e+00
## 1893 South  178        Planctomycetia 15   8.926841e-03 3.361142e-03
## 1894 South  178                PRR-11  3   1.479475e-05 1.430537e-05
## 1895 South  178                PRR-12  9   0.000000e+00 0.000000e+00
## 1896 South  178                  RB25  3   0.000000e+00 0.000000e+00
## 1897 South  178                  S085  3   0.000000e+00 0.000000e+00
## 1898 South  178              SAW1_B44  3   0.000000e+00 0.000000e+00
## 1899 South  178                SBRH58  3   0.000000e+00 0.000000e+00
## 1900 South  178                   SC3  3   1.359739e-06 2.355138e-06
## 1901 South  178                  SC72  3   0.000000e+00 0.000000e+00
## 1902 South  178               SHA-109  3   0.000000e+00 0.000000e+00
## 1903 South  178               SHA-114  3   0.000000e+00 0.000000e+00
## 1904 South  178                SHA-37  3   3.702346e-06 6.412652e-06
## 1905 South  178               SJA-176  3   0.000000e+00 0.000000e+00
## 1906 South  178                SJA-28  3   1.540075e-05 7.037633e-06
## 1907 South  178                 SJA-4  3   2.719479e-06 4.710276e-06
## 1908 South  178                  SL56  3   3.957434e-06 6.854476e-06
## 1909 South  178                SM1A07  3   0.000000e+00 0.000000e+00
## 1910 South  178                SM2F11  3   9.969015e-06 9.065309e-06
## 1911 South  178          Solibacteres 12   2.193360e-02 5.631742e-03
## 1912 South  178      Sphingobacteriia  9   4.200576e-03 1.372722e-03
## 1913 South  178          Spirochaetes  9   2.075852e-05 3.396518e-06
## 1914 South  178               Sva0725  3   2.438690e-05 1.078855e-05
## 1915 South  178 Synechococcophycideae 15   1.750245e-03 1.008063e-03
## 1916 South  178           Synergistia  3   0.000000e+00 0.000000e+00
## 1917 South  178                  TA18  3   3.985141e-03 9.842110e-04
## 1918 South  178                   TG3  9   1.359739e-06 2.039609e-06
## 1919 South  178       Thermoleophilia 15   3.049095e-04 1.471588e-04
## 1920 South  178        Thermomicrobia  3   3.985869e-04 8.601636e-05
## 1921 South  178        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 1922 South  178                  TK10  6   0.000000e+00 0.000000e+00
## 1923 South  178                  TK17  3   0.000000e+00 0.000000e+00
## 1924 South  178                 TM7-1  3   3.187852e-03 1.285287e-03
## 1925 South  178                 TM7-3  3   4.005425e-05 3.733076e-05
## 1926 South  178                TSBW08  3   0.000000e+00 0.000000e+00
## 1927 South  178             vadinHA49  3   9.592143e-06 6.471783e-06
## 1928 South  178           VC2_1_Bac22  3   4.038624e-06 4.079824e-06
## 1929 South  178             Verruco-5 12   1.412220e-05 6.254045e-06
## 1930 South  178      Verrucomicrobiae  3   1.688051e-03 6.801064e-04
## 1931 South  178              WCHB1-64  3   2.719479e-06 4.710276e-06
## 1932 South  178                   ZB2  3   1.296168e-03 2.746311e-04
## 1933 South  185        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 1934 South  185        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 1935 South  185  [Chloracidobacteria]  9   2.990241e-02 2.048708e-03
## 1936 South  185         [Cloacamonae]  6   1.557167e-06 2.412352e-06
## 1937 South  185      [Fimbriimonadia]  3   1.420058e-05 9.799828e-06
## 1938 South  185       [Lentisphaeria]  6   0.000000e+00 0.000000e+00
## 1939 South  185         [Leptospirae]  6   5.421707e-06 5.217288e-06
## 1940 South  185   [Methylacidiphilae]  6   6.408211e-06 9.927557e-06
## 1941 South  185         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 1942 South  185        [Pedosphaerae] 18   2.456932e-03 4.332369e-04
## 1943 South  185         [Rhodothermi]  3   6.683735e-06 7.884837e-06
## 1944 South  185         [Saprospirae]  9   2.871312e-01 1.996564e-03
## 1945 South  185      [Spartobacteria]  9   2.325255e-04 1.064026e-04
## 1946 South  185        028H05-P-BN-P5  3   1.673980e-05 2.573629e-05
## 1947 South  185              0319-6E2  3   0.000000e+00 0.000000e+00
## 1948 South  185                 12-24  3   0.000000e+00 0.000000e+00
## 1949 South  185                3BR-5F  3   4.671500e-06 8.091276e-06
## 1950 South  185                4C0d-2  3   1.288180e-06 2.231193e-06
## 1951 South  185                  ABY1  3   8.991109e-06 8.013341e-06
## 1952 South  185        Acidimicrobiia 33   1.541542e-02 2.760954e-03
## 1953 South  185       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 1954 South  185       Acidobacteria-6  9   2.173851e-02 4.119049e-04
## 1955 South  185        Actinobacteria 63   3.244412e-03 8.548085e-04
## 1956 South  185   Alphaproteobacteria 69   9.285924e-02 4.715822e-03
## 1957 South  185          Anaerolineae 21   4.299528e-04 1.825052e-04
## 1958 South  185         Armatimonadia  3   7.039130e-04 9.819361e-05
## 1959 South  185                  B142  3   0.000000e+00 0.000000e+00
## 1960 South  185               Bacilli 33   5.690694e-06 4.140735e-06
## 1961 South  185           Bacteroidia 27   5.683288e-04 1.061741e-04
## 1962 South  185                  BB34  3   0.000000e+00 0.000000e+00
## 1963 South  185                 BD1-5  3   5.058527e-03 1.606304e-03
## 1964 South  185                 BD4-9  3   0.000000e+00 0.000000e+00
## 1965 South  185                BD7-11  3   0.000000e+00 0.000000e+00
## 1966 South  185    Betaproteobacteria 42   1.690466e-01 4.865455e-03
## 1967 South  185                 BME43  3   5.154264e-05 5.594543e-06
## 1968 South  185                BPC102  3   0.000000e+00 0.000000e+00
## 1969 South  185                 BS119  3   0.000000e+00 0.000000e+00
## 1970 South  185                 BSV26  3   1.288180e-06 2.231193e-06
## 1971 South  185                    C6  3   0.000000e+00 0.000000e+00
## 1972 South  185            Chlamydiia 15   3.805238e-05 3.136083e-05
## 1973 South  185           Chloroflexi  9   1.620925e-04 3.477730e-05
## 1974 South  185           Chloroplast  9   9.516411e-03 3.088288e-03
## 1975 South  185      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 1976 South  185             CK-1C4-19  3   0.000000e+00 0.000000e+00
## 1977 South  185            Clostridia 36   1.516220e-04 5.588754e-05
## 1978 South  185        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 1979 South  185            Cytophagia 15   2.584206e-02 1.913956e-03
## 1980 South  185     Dehalococcoidetes  6   0.000000e+00 0.000000e+00
## 1981 South  185            Deinococci  9   4.119949e-02 8.925328e-04
## 1982 South  185   Deltaproteobacteria 78   1.791409e-02 8.036882e-04
## 1983 South  185             Ellin6529  3   2.653133e-05 1.455972e-05
## 1984 South  185         Elusimicrobia  3   0.000000e+00 0.000000e+00
## 1985 South  185          Endomicrobia  3   0.000000e+00 0.000000e+00
## 1986 South  185 Epsilonproteobacteria  6   8.791951e-06 8.400125e-06
## 1987 South  185       Erysipelotrichi  3   2.217250e-05 1.258265e-05
## 1988 South  185                   F38  3   5.797909e-05 5.691371e-05
## 1989 South  185         Fibrobacteria  6   1.288180e-06 1.995640e-06
## 1990 South  185        Flavobacteriia 12   2.764441e-02 4.584770e-04
## 1991 South  185         Fusobacteriia  9   1.668750e-05 1.501246e-05
## 1992 South  185   Gammaproteobacteria 96   1.473569e-01 1.267272e-02
## 1993 South  185                Gemm-1  3   1.288180e-05 2.231193e-05
## 1994 South  185                Gemm-3  3   0.000000e+00 0.000000e+00
## 1995 South  185      Gemmatimonadetes  9   1.962271e-03 6.206918e-04
## 1996 South  185           Gitt-GS-136  3   2.576360e-06 4.462387e-06
## 1997 South  185              GKS2-174  3   9.256432e-04 7.779967e-05
## 1998 South  185 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 1999 South  185                  GN05  3   0.000000e+00 0.000000e+00
## 2000 South  185                  GN15  3   0.000000e+00 0.000000e+00
## 2001 South  185            Holophagae  6   2.320477e-05 1.294852e-07
## 2002 South  185        Ignavibacteria  6   1.878918e-05 9.335097e-06
## 2003 South  185                 IIB17  3   0.000000e+00 0.000000e+00
## 2004 South  185                iii1-8  3   1.288180e-06 2.231193e-06
## 2005 South  185                koll11  3   0.000000e+00 0.000000e+00
## 2006 South  185                  KSB1  3   0.000000e+00 0.000000e+00
## 2007 South  185       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 2008 South  185             MB-A2-108  3   2.569822e-06 2.225553e-06
## 2009 South  185                   MCG  3   0.000000e+00 0.000000e+00
## 2010 South  185       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 2011 South  185             ML635J-21  3   3.114333e-06 5.394184e-06
## 2012 South  185            Mollicutes  6   0.000000e+00 0.000000e+00
## 2013 South  185                 MSBL6  3   0.000000e+00 0.000000e+00
## 2014 South  185                MVP-15  3   2.563284e-06 4.439739e-06
## 2015 South  185                MVP-21  3   0.000000e+00 0.000000e+00
## 2016 South  185            Nitrospira  9   6.402792e-04 2.130564e-04
## 2017 South  185      Nostocophycideae 12   1.836419e-04 2.288216e-04
## 2018 South  185              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 2019 South  185                 OM190  3   4.933102e-03 8.815728e-04
## 2020 South  185                   OP5  3   0.000000e+00 0.000000e+00
## 2021 South  185                 OP8_1  3   0.000000e+00 0.000000e+00
## 2022 South  185                 OP8_2  3   0.000000e+00 0.000000e+00
## 2023 South  185                 OPB41  3   5.146182e-06 5.905333e-06
## 2024 South  185                 OPB56  3   8.528914e-05 1.311030e-05
## 2025 South  185              Opitutae 12   7.313140e-05 3.320059e-05
## 2026 South  185                  OS-K  3   2.563284e-06 4.439739e-06
## 2027 South  185 Oscillatoriophycideae 18   1.671947e-04 1.238347e-04
## 2028 South  185                PBS-25  3   0.000000e+00 0.000000e+00
## 2029 South  185         Phycisphaerae  6   4.256640e-04 1.318800e-04
## 2030 South  185                  Pla3  3   0.000000e+00 0.000000e+00
## 2031 South  185        Planctomycetia 15   6.014139e-03 4.269422e-04
## 2032 South  185                PRR-11  3   1.081072e-05 7.784521e-06
## 2033 South  185                PRR-12  9   0.000000e+00 0.000000e+00
## 2034 South  185                  RB25  3   2.576360e-06 4.462387e-06
## 2035 South  185                  S085  3   0.000000e+00 0.000000e+00
## 2036 South  185              SAW1_B44  3   2.576360e-06 4.462387e-06
## 2037 South  185                SBRH58  3   0.000000e+00 0.000000e+00
## 2038 South  185                   SC3  3   0.000000e+00 0.000000e+00
## 2039 South  185                  SC72  3   0.000000e+00 0.000000e+00
## 2040 South  185               SHA-109  3   0.000000e+00 0.000000e+00
## 2041 South  185               SHA-114  3   0.000000e+00 0.000000e+00
## 2042 South  185                SHA-37  3   0.000000e+00 0.000000e+00
## 2043 South  185               SJA-176  3   0.000000e+00 0.000000e+00
## 2044 South  185                SJA-28  3   3.044609e-05 5.998409e-06
## 2045 South  185                 SJA-4  3   0.000000e+00 0.000000e+00
## 2046 South  185                  SL56  3   0.000000e+00 0.000000e+00
## 2047 South  185                SM1A07  3   0.000000e+00 0.000000e+00
## 2048 South  185                SM2F11  3   1.805858e-05 5.967995e-06
## 2049 South  185          Solibacteres 12   2.766757e-02 1.186543e-03
## 2050 South  185      Sphingobacteriia  9   1.011084e-02 9.706777e-04
## 2051 South  185          Spirochaetes  9   3.217181e-05 3.484813e-05
## 2052 South  185               Sva0725  3   2.781951e-05 1.669472e-05
## 2053 South  185 Synechococcophycideae 15   2.278115e-03 4.740239e-04
## 2054 South  185           Synergistia  3   0.000000e+00 0.000000e+00
## 2055 South  185                  TA18  3   2.698290e-03 5.041461e-04
## 2056 South  185                   TG3  9   6.408211e-06 9.612316e-06
## 2057 South  185       Thermoleophilia 15   5.075301e-04 1.434500e-04
## 2058 South  185        Thermomicrobia  3   2.479929e-03 1.432902e-03
## 2059 South  185        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 2060 South  185                  TK10  6   0.000000e+00 0.000000e+00
## 2061 South  185                  TK17  3   0.000000e+00 0.000000e+00
## 2062 South  185                 TM7-1  3   2.326462e-03 3.668481e-04
## 2063 South  185                 TM7-3  3   3.636654e-05 2.481068e-05
## 2064 South  185                TSBW08  3   2.563284e-06 4.439739e-06
## 2065 South  185             vadinHA49  3   9.548696e-06 5.809349e-06
## 2066 South  185           VC2_1_Bac22  3   3.202287e-05 1.451320e-05
## 2067 South  185             Verruco-5 12   1.393813e-05 3.506622e-06
## 2068 South  185      Verrucomicrobiae  3   2.216577e-03 4.625670e-04
## 2069 South  185              WCHB1-64  3   0.000000e+00 0.000000e+00
## 2070 South  185                   ZB2  3   2.399457e-03 4.633270e-04
## 2071 South  199        [Brachyspirae]  6   0.000000e+00 0.000000e+00
## 2072 South  199        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 2073 South  199  [Chloracidobacteria]  9   1.520458e-02 1.542793e-03
## 2074 South  199         [Cloacamonae]  6   2.236468e-05 1.819373e-05
## 2075 South  199      [Fimbriimonadia]  3   2.909193e-05 1.508037e-05
## 2076 South  199       [Lentisphaeria]  6   2.118290e-05 1.641121e-05
## 2077 South  199         [Leptospirae]  6   4.872166e-05 1.009231e-05
## 2078 South  199   [Methylacidiphilae]  6   9.078384e-06 7.033377e-06
## 2079 South  199         [Parvarchaea]  3   0.000000e+00 0.000000e+00
## 2080 South  199        [Pedosphaerae] 18   1.546003e-03 1.191920e-04
## 2081 South  199         [Rhodothermi]  3   1.295932e-05 1.520622e-05
## 2082 South  199         [Saprospirae]  9   2.021799e-01 5.931580e-03
## 2083 South  199      [Spartobacteria]  9   9.179153e-04 1.303846e-04
## 2084 South  199        028H05-P-BN-P5  3   4.714826e-05 3.558219e-05
## 2085 South  199              0319-6E2  3   0.000000e+00 0.000000e+00
## 2086 South  199                 12-24  3   4.488975e-06 7.775133e-06
## 2087 South  199                3BR-5F  3   1.145288e-05 1.391141e-05
## 2088 South  199                4C0d-2  3   2.415218e-05 1.173738e-05
## 2089 South  199                  ABY1  3   4.443586e-05 2.594814e-05
## 2090 South  199        Acidimicrobiia 33   3.187077e-03 3.617353e-04
## 2091 South  199       Acidobacteria-5  3   0.000000e+00 0.000000e+00
## 2092 South  199       Acidobacteria-6  9   6.991046e-03 1.016096e-03
## 2093 South  199        Actinobacteria 63   2.594278e-04 6.951011e-05
## 2094 South  199   Alphaproteobacteria 69   1.003508e-01 5.144320e-03
## 2095 South  199          Anaerolineae 21   1.356798e-04 4.885400e-05
## 2096 South  199         Armatimonadia  3   3.810112e-03 6.072508e-04
## 2097 South  199                  B142  3   0.000000e+00 0.000000e+00
## 2098 South  199               Bacilli 33   1.500685e-05 5.583692e-06
## 2099 South  199           Bacteroidia 27   2.991933e-03 1.633787e-04
## 2100 South  199                  BB34  3   0.000000e+00 0.000000e+00
## 2101 South  199                 BD1-5  3   5.235064e-03 8.152688e-04
## 2102 South  199                 BD4-9  3   0.000000e+00 0.000000e+00
## 2103 South  199                BD7-11  3   2.992650e-06 5.183422e-06
## 2104 South  199    Betaproteobacteria 42   1.522503e-01 6.007583e-03
## 2105 South  199                 BME43  3   1.128019e-03 3.534864e-04
## 2106 South  199                BPC102  3   1.496325e-06 2.591711e-06
## 2107 South  199                 BS119  3   4.589409e-06 7.949089e-06
## 2108 South  199                 BSV26  3   1.660360e-05 1.461787e-05
## 2109 South  199                    C6  3   0.000000e+00 0.000000e+00
## 2110 South  199            Chlamydiia 15   6.371839e-05 2.225446e-05
## 2111 South  199           Chloroflexi  9   6.505744e-05 1.565811e-05
## 2112 South  199           Chloroplast  9   7.211001e-02 4.762207e-03
## 2113 South  199      Chthonomonadetes  6   0.000000e+00 0.000000e+00
## 2114 South  199             CK-1C4-19  3   2.474929e-06 4.286703e-06
## 2115 South  199            Clostridia 36   4.529590e-04 1.353447e-04
## 2116 South  199        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 2117 South  199            Cytophagia 15   1.964297e-02 3.505773e-04
## 2118 South  199     Dehalococcoidetes  6   2.992650e-06 4.636194e-06
## 2119 South  199            Deinococci  9   4.399603e-02 5.515838e-03
## 2120 South  199   Deltaproteobacteria 78   3.196279e-02 2.115607e-03
## 2121 South  199             Ellin6529  3   9.899716e-06 1.714681e-05
## 2122 South  199         Elusimicrobia  3   2.300619e-05 1.507385e-05
## 2123 South  199          Endomicrobia  3   0.000000e+00 0.000000e+00
## 2124 South  199 Epsilonproteobacteria  6   1.240494e-04 3.045602e-05
## 2125 South  199       Erysipelotrichi  3   4.820394e-05 1.013766e-05
## 2126 South  199                   F38  3   0.000000e+00 0.000000e+00
## 2127 South  199         Fibrobacteria  6   1.998006e-05 1.259856e-05
## 2128 South  199        Flavobacteriia 12   4.273863e-02 1.894567e-03
## 2129 South  199         Fusobacteriia  9   3.430961e-05 2.418274e-05
## 2130 South  199   Gammaproteobacteria 96   1.415582e-01 1.291130e-02
## 2131 South  199                Gemm-1  3   3.059606e-06 5.299393e-06
## 2132 South  199                Gemm-3  3   0.000000e+00 0.000000e+00
## 2133 South  199      Gemmatimonadetes  9   1.630632e-03 3.054107e-04
## 2134 South  199           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 2135 South  199              GKS2-174  3   4.423416e-04 6.959797e-05
## 2136 South  199 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 2137 South  199                  GN05  3   5.985300e-06 1.036684e-05
## 2138 South  199                  GN15  3   4.949858e-06 8.573405e-06
## 2139 South  199            Holophagae  6   1.337358e-04 8.825216e-06
## 2140 South  199        Ignavibacteria  6   8.788300e-05 2.853594e-05
## 2141 South  199                 IIB17  3   1.103559e-05 5.695258e-06
## 2142 South  199                iii1-8  3   2.135260e-05 1.918097e-05
## 2143 South  199                koll11  3   0.000000e+00 0.000000e+00
## 2144 South  199                  KSB1  3   0.000000e+00 0.000000e+00
## 2145 South  199       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 2146 South  199             MB-A2-108  3   0.000000e+00 0.000000e+00
## 2147 South  199                   MCG  3   0.000000e+00 0.000000e+00
## 2148 South  199       Methanomicrobia  3   6.119211e-06 1.059879e-05
## 2149 South  199             ML635J-21  3   8.715198e-05 2.967295e-05
## 2150 South  199            Mollicutes  6   0.000000e+00 0.000000e+00
## 2151 South  199                 MSBL6  3   0.000000e+00 0.000000e+00
## 2152 South  199                MVP-15  3   4.589409e-06 7.949089e-06
## 2153 South  199                MVP-21  3   0.000000e+00 0.000000e+00
## 2154 South  199            Nitrospira  9   4.051250e-04 1.059307e-04
## 2155 South  199      Nostocophycideae 12   5.548469e-05 2.587638e-05
## 2156 South  199              NPL-UPA2  3   0.000000e+00 0.000000e+00
## 2157 South  199                 OM190  3   4.839913e-03 7.798933e-04
## 2158 South  199                   OP5  3   4.004732e-06 3.746765e-06
## 2159 South  199                 OP8_1  3   4.488975e-06 7.775133e-06
## 2160 South  199                 OP8_2  3   8.977950e-06 1.555027e-05
## 2161 South  199                 OPB41  3   0.000000e+00 0.000000e+00
## 2162 South  199                 OPB56  3   1.125180e-03 2.345935e-04
## 2163 South  199              Opitutae 12   4.722034e-04 3.190077e-05
## 2164 South  199                  OS-K  3   2.474929e-06 4.286703e-06
## 2165 South  199 Oscillatoriophycideae 18   8.105301e-05 2.295101e-05
## 2166 South  199                PBS-25  3   1.243148e-05 1.141615e-05
## 2167 South  199         Phycisphaerae  6   1.067960e-03 5.461013e-05
## 2168 South  199                  Pla3  3   0.000000e+00 0.000000e+00
## 2169 South  199        Planctomycetia 15   2.440070e-03 2.442694e-04
## 2170 South  199                PRR-11  3   1.513064e-05 1.310592e-05
## 2171 South  199                PRR-12  9   2.490656e-05 2.040591e-05
## 2172 South  199                  RB25  3   6.052256e-06 5.242369e-06
## 2173 South  199                  S085  3   0.000000e+00 0.000000e+00
## 2174 South  199              SAW1_B44  3   0.000000e+00 0.000000e+00
## 2175 South  199                SBRH58  3   0.000000e+00 0.000000e+00
## 2176 South  199                   SC3  3   0.000000e+00 0.000000e+00
## 2177 South  199                  SC72  3   1.529803e-06 2.649696e-06
## 2178 South  199               SHA-109  3   0.000000e+00 0.000000e+00
## 2179 South  199               SHA-114  3   0.000000e+00 0.000000e+00
## 2180 South  199                SHA-37  3   1.496325e-06 2.591711e-06
## 2181 South  199               SJA-176  3   0.000000e+00 0.000000e+00
## 2182 South  199                SJA-28  3   2.446904e-05 2.175796e-05
## 2183 South  199                 SJA-4  3   7.424787e-06 1.286011e-05
## 2184 South  199                  SL56  3   1.041744e-05 1.120673e-05
## 2185 South  199                SM1A07  3   4.488975e-06 7.775133e-06
## 2186 South  199                SM2F11  3   1.080616e-04 3.450845e-05
## 2187 South  199          Solibacteres 12   1.271065e-02 9.366512e-04
## 2188 South  199      Sphingobacteriia  9   1.483583e-02 7.841836e-04
## 2189 South  199          Spirochaetes  9   1.158056e-04 3.912617e-05
## 2190 South  199               Sva0725  3   1.296073e-04 1.918139e-05
## 2191 South  199 Synechococcophycideae 15   3.336268e-02 4.742184e-03
## 2192 South  199           Synergistia  3   0.000000e+00 0.000000e+00
## 2193 South  199                  TA18  3   1.164634e-03 2.632953e-04
## 2194 South  199                   TG3  9   2.432188e-05 2.637585e-05
## 2195 South  199       Thermoleophilia 15   2.757224e-05 1.053786e-05
## 2196 South  199        Thermomicrobia  3   1.931909e-04 8.608694e-05
## 2197 South  199        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 2198 South  199                  TK10  6   0.000000e+00 0.000000e+00
## 2199 South  199                  TK17  3   1.529803e-06 2.649696e-06
## 2200 South  199                 TM7-1  3   7.056893e-04 1.797823e-04
## 2201 South  199                 TM7-3  3   7.676721e-05 6.231892e-05
## 2202 South  199                TSBW08  3   1.054123e-05 1.128429e-05
## 2203 South  199             vadinHA49  3   2.852632e-04 1.456008e-04
## 2204 South  199           VC2_1_Bac22  3   3.846428e-04 7.408899e-05
## 2205 South  199             Verruco-5 12   9.803030e-05 1.896612e-05
## 2206 South  199      Verrucomicrobiae  3   7.199899e-03 5.185931e-04
## 2207 South  199              WCHB1-64  3   0.000000e+00 0.000000e+00
## 2208 South  199                   ZB2  3   1.391655e-03 2.801705e-04
## 2209 South  206        [Brachyspirae]  4   0.000000e+00 0.000000e+00
## 2210 South  206        [Brevinematae]  2   0.000000e+00 0.000000e+00
## 2211 South  206  [Chloracidobacteria]  6   1.705551e-02 1.523330e-03
## 2212 South  206         [Cloacamonae]  4   2.533258e-05 2.458260e-05
## 2213 South  206      [Fimbriimonadia]  2   2.596571e-05 1.474336e-05
## 2214 South  206       [Lentisphaeria]  4   1.124533e-05 1.021848e-06
## 2215 South  206         [Leptospirae]  4   8.812802e-05 5.974096e-05
## 2216 South  206   [Methylacidiphilae]  4   1.036039e-05 1.196314e-05
## 2217 South  206         [Parvarchaea]  2   0.000000e+00 0.000000e+00
## 2218 South  206        [Pedosphaerae] 12   1.223137e-03 2.428356e-04
## 2219 South  206         [Rhodothermi]  2   2.590097e-06 3.662950e-06
## 2220 South  206         [Saprospirae]  6   2.147376e-01 4.791752e-03
## 2221 South  206      [Spartobacteria]  6   1.846012e-03 3.652162e-04
## 2222 South  206        028H05-P-BN-P5  2   9.419316e-05 6.459003e-05
## 2223 South  206              0319-6E2  2   0.000000e+00 0.000000e+00
## 2224 South  206                 12-24  2   1.010857e-05 1.429567e-05
## 2225 South  206                3BR-5F  2   1.010857e-05 1.429567e-05
## 2226 South  206                4C0d-2  2   1.364621e-04 7.577211e-05
## 2227 South  206                  ABY1  2   3.228267e-05 5.626708e-06
## 2228 South  206        Acidimicrobiia 22   8.095805e-03 3.384778e-04
## 2229 South  206       Acidobacteria-5  2   4.043426e-06 5.718268e-06
## 2230 South  206       Acidobacteria-6  6   5.084128e-03 2.187263e-04
## 2231 South  206        Actinobacteria 42   4.976366e-04 1.607108e-05
## 2232 South  206   Alphaproteobacteria 46   1.638028e-01 6.242964e-03
## 2233 South  206          Anaerolineae 14   5.217676e-04 3.374036e-05
## 2234 South  206         Armatimonadia  2   5.677195e-03 8.860144e-04
## 2235 South  206                  B142  2   0.000000e+00 0.000000e+00
## 2236 South  206               Bacilli 22   5.180193e-06 5.302097e-06
## 2237 South  206           Bacteroidia 18   1.105381e-03 1.471926e-04
## 2238 South  206                  BB34  2   0.000000e+00 0.000000e+00
## 2239 South  206                 BD1-5  2   3.427834e-03 7.419722e-04
## 2240 South  206                 BD4-9  2   8.086853e-06 1.143654e-05
## 2241 South  206                BD7-11  2   5.180193e-06 7.325899e-06
## 2242 South  206    Betaproteobacteria 28   1.186570e-01 7.628531e-03
## 2243 South  206                 BME43  2   6.857063e-04 1.291497e-04
## 2244 South  206                BPC102  2   3.082934e-05 1.500793e-05
## 2245 South  206                 BS119  2   0.000000e+00 0.000000e+00
## 2246 South  206                 BSV26  2   3.834781e-05 2.950695e-06
## 2247 South  206                    C6  2   1.124533e-05 1.251503e-06
## 2248 South  206            Chlamydiia 10   1.210438e-04 2.529989e-05
## 2249 South  206           Chloroflexi  6   4.570800e-04 7.510972e-05
## 2250 South  206           Chloroplast  6   7.719429e-02 1.019058e-02
## 2251 South  206      Chthonomonadetes  4   0.000000e+00 0.000000e+00
## 2252 South  206             CK-1C4-19  2   0.000000e+00 0.000000e+00
## 2253 South  206            Clostridia 24   2.074091e-04 6.899661e-05
## 2254 South  206        Coriobacteriia  2   0.000000e+00 0.000000e+00
## 2255 South  206            Cytophagia 10   3.228851e-02 3.982235e-04
## 2256 South  206     Dehalococcoidetes  4   4.043426e-06 4.668947e-06
## 2257 South  206            Deinococci  6   5.233920e-02 1.207813e-04
## 2258 South  206   Deltaproteobacteria 52   3.416406e-02 7.891517e-04
## 2259 South  206             Ellin6529  2   3.657791e-05 2.885591e-05
## 2260 South  206         Elusimicrobia  2   3.714630e-05 3.537799e-05
## 2261 South  206          Endomicrobia  2   0.000000e+00 0.000000e+00
## 2262 South  206 Epsilonproteobacteria  4   2.855580e-05 9.047117e-06
## 2263 South  206       Erysipelotrichi  2   5.508990e-05 1.930168e-05
## 2264 South  206                   F38  2   0.000000e+00 0.000000e+00
## 2265 South  206         Fibrobacteria  4   2.223885e-05 2.567921e-05
## 2266 South  206        Flavobacteriia  8   4.265953e-02 1.466844e-03
## 2267 South  206         Fusobacteriia  6   6.570210e-05 1.882083e-05
## 2268 South  206   Gammaproteobacteria 64   8.356680e-02 1.164243e-03
## 2269 South  206                Gemm-1  2   6.450059e-05 6.262627e-05
## 2270 South  206                Gemm-3  2   0.000000e+00 0.000000e+00
## 2271 South  206      Gemmatimonadetes  6   2.047974e-03 1.041129e-04
## 2272 South  206           Gitt-GS-136  2   0.000000e+00 0.000000e+00
## 2273 South  206              GKS2-174  2   4.845637e-05 1.724637e-05
## 2274 South  206 Gloeobacterophycideae  2   5.180193e-06 7.325899e-06
## 2275 South  206                  GN05  2   0.000000e+00 0.000000e+00
## 2276 South  206                  GN15  2   4.043426e-06 5.718268e-06
## 2277 South  206            Holophagae  4   9.046630e-05 3.909623e-05
## 2278 South  206        Ignavibacteria  4   1.092301e-04 2.341123e-05
## 2279 South  206                 IIB17  2   2.590097e-06 3.662950e-06
## 2280 South  206                iii1-8  2   4.150629e-05 7.234338e-06
## 2281 South  206                koll11  2   0.000000e+00 0.000000e+00
## 2282 South  206                  KSB1  2   2.021713e-06 2.859134e-06
## 2283 South  206       Ktedonobacteria  2   0.000000e+00 0.000000e+00
## 2284 South  206             MB-A2-108  2   0.000000e+00 0.000000e+00
## 2285 South  206                   MCG  2   0.000000e+00 0.000000e+00
## 2286 South  206       Methanomicrobia  2   0.000000e+00 0.000000e+00
## 2287 South  206             ML635J-21  2   2.158701e-04 5.368262e-05
## 2288 South  206            Mollicutes  4   0.000000e+00 0.000000e+00
## 2289 South  206                 MSBL6  2   0.000000e+00 0.000000e+00
## 2290 South  206                MVP-15  2   9.792003e-06 8.129715e-06
## 2291 South  206                MVP-21  2   0.000000e+00 0.000000e+00
## 2292 South  206            Nitrospira  6   7.387673e-04 2.688982e-04
## 2293 South  206      Nostocophycideae  8   1.497220e-05 1.168335e-05
## 2294 South  206              NPL-UPA2  2   0.000000e+00 0.000000e+00
## 2295 South  206                 OM190  2   3.394738e-03 4.664370e-04
## 2296 South  206                   OP5  2   0.000000e+00 0.000000e+00
## 2297 South  206                 OP8_1  2   1.383543e-05 2.411446e-06
## 2298 South  206                 OP8_2  2   8.655236e-06 4.914453e-06
## 2299 South  206                 OPB41  2   0.000000e+00 0.000000e+00
## 2300 South  206                 OPB56  2   2.616745e-03 9.629392e-05
## 2301 South  206              Opitutae  8   2.089848e-04 2.025169e-05
## 2302 South  206                  OS-K  2   1.124533e-05 1.251503e-06
## 2303 South  206 Oscillatoriophycideae 12   3.818305e-04 9.896027e-05
## 2304 South  206                PBS-25  2   5.180193e-06 7.325899e-06
## 2305 South  206         Phycisphaerae  4   3.468915e-03 1.396707e-04
## 2306 South  206                  Pla3  2   0.000000e+00 0.000000e+00
## 2307 South  206        Planctomycetia 10   8.466059e-03 1.415956e-03
## 2308 South  206                PRR-11  2   7.922097e-05 4.913441e-05
## 2309 South  206                PRR-12  6   2.710247e-05 1.316188e-06
## 2310 South  206                  RB25  2   2.072077e-05 2.930360e-05
## 2311 South  206                  S085  2   4.043426e-06 5.718268e-06
## 2312 South  206              SAW1_B44  2   0.000000e+00 0.000000e+00
## 2313 South  206                SBRH58  2   0.000000e+00 0.000000e+00
## 2314 South  206                   SC3  2   1.067695e-05 7.773587e-06
## 2315 South  206                  SC72  2   0.000000e+00 0.000000e+00
## 2316 South  206               SHA-109  2   0.000000e+00 0.000000e+00
## 2317 South  206               SHA-114  2   0.000000e+00 0.000000e+00
## 2318 South  206                SHA-37  2   1.933219e-05 1.268804e-05
## 2319 South  206               SJA-176  2   2.021713e-06 2.859134e-06
## 2320 South  206                SJA-28  2   1.494125e-04 5.745737e-05
## 2321 South  206                 SJA-4  2   0.000000e+00 0.000000e+00
## 2322 South  206                  SL56  2   4.043426e-06 5.718268e-06
## 2323 South  206                SM1A07  2   0.000000e+00 0.000000e+00
## 2324 South  206                SM2F11  2   6.424877e-05 3.367880e-05
## 2325 South  206          Solibacteres  8   7.238570e-03 2.843978e-04
## 2326 South  206      Sphingobacteriia  6   7.213302e-03 1.240032e-03
## 2327 South  206          Spirochaetes  6   5.622666e-05 4.847052e-06
## 2328 South  206               Sva0725  2   7.007937e-04 5.107374e-04
## 2329 South  206 Synechococcophycideae 10   2.666192e-02 9.670518e-04
## 2330 South  206           Synergistia  2   0.000000e+00 0.000000e+00
## 2331 South  206                  TA18  2   1.002720e-03 2.229417e-04
## 2332 South  206                   TG3  6   0.000000e+00 0.000000e+00
## 2333 South  206       Thermoleophilia 10   8.155924e-05 1.777666e-05
## 2334 South  206        Thermomicrobia  2   6.342857e-05 1.790752e-06
## 2335 South  206        Thermoplasmata  2   0.000000e+00 0.000000e+00
## 2336 South  206                  TK10  4   2.590097e-06 2.990786e-06
## 2337 South  206                  TK17  2   2.160572e-05 1.340029e-05
## 2338 South  206                 TM7-1  2   8.124987e-04 1.769411e-04
## 2339 South  206                 TM7-3  2   8.655236e-06 4.914453e-06
## 2340 South  206                TSBW08  2   4.611810e-06 8.038154e-07
## 2341 South  206             vadinHA49  2   2.201006e-04 1.282847e-04
## 2342 South  206           VC2_1_Bac22  2   4.108971e-04 5.363153e-05
## 2343 South  206             Verruco-5  8   3.141067e-04 8.508312e-05
## 2344 South  206      Verrucomicrobiae  2   5.189818e-03 3.746604e-04
## 2345 South  206              WCHB1-64  2   1.010857e-05 1.429567e-05
## 2346 South  206                   ZB2  2   6.194934e-04 2.813961e-04
## 2347 South  214        [Brachyspirae]  6   6.368007e-06 9.865274e-06
## 2348 South  214        [Brevinematae]  3   0.000000e+00 0.000000e+00
## 2349 South  214  [Chloracidobacteria]  9   1.934126e-02 7.875231e-04
## 2350 South  214         [Cloacamonae]  6   6.047471e-05 1.716305e-05
## 2351 South  214      [Fimbriimonadia]  3   6.500891e-05 3.975523e-05
## 2352 South  214       [Lentisphaeria]  6   4.074699e-05 3.512505e-05
## 2353 South  214         [Leptospirae]  6   2.661722e-04 3.047681e-05
## 2354 South  214   [Methylacidiphilae]  6   1.934619e-05 1.498901e-05
## 2355 South  214         [Parvarchaea]  3   3.264725e-06 5.654670e-06
## 2356 South  214        [Pedosphaerae] 18   1.842144e-03 3.249585e-04
## 2357 South  214         [Rhodothermi]  3   6.529450e-06 1.130934e-05
## 2358 South  214         [Saprospirae]  9   2.060049e-01 5.355109e-03
## 2359 South  214      [Spartobacteria]  9   9.057861e-04 1.470173e-04
## 2360 South  214        028H05-P-BN-P5  3   3.088417e-04 4.767621e-05
## 2361 South  214              0319-6E2  3   0.000000e+00 0.000000e+00
## 2362 South  214                 12-24  3   2.803498e-05 7.936427e-06
## 2363 South  214                3BR-5F  3   1.288946e-05 1.865394e-05
## 2364 South  214                4C0d-2  3   1.865847e-04 1.032293e-04
## 2365 South  214                  ABY1  3   5.728270e-05 1.161287e-05
## 2366 South  214        Acidimicrobiia 33   3.405627e-03 1.518639e-04
## 2367 South  214       Acidobacteria-5  3   8.161813e-06 1.413667e-05
## 2368 South  214       Acidobacteria-6  9   7.928219e-03 9.989447e-04
## 2369 South  214        Actinobacteria 63   2.655725e-04 4.540987e-05
## 2370 South  214   Alphaproteobacteria 69   1.278667e-01 7.796891e-03
## 2371 South  214          Anaerolineae 21   6.002410e-04 6.324104e-06
## 2372 South  214         Armatimonadia  3   5.989343e-03 4.646468e-04
## 2373 South  214                  B142  3   0.000000e+00 0.000000e+00
## 2374 South  214               Bacilli 33   3.264725e-06 4.688605e-06
## 2375 South  214           Bacteroidia 27   4.882563e-03 2.665430e-04
## 2376 South  214                  BB34  3   1.462919e-06 2.533849e-06
## 2377 South  214                 BD1-5  3   3.278508e-03 4.766977e-04
## 2378 South  214                 BD4-9  3   8.081091e-06 7.455267e-06
## 2379 South  214                BD7-11  3   6.028662e-05 3.066638e-05
## 2380 South  214    Betaproteobacteria 42   1.420981e-01 3.528373e-03
## 2381 South  214                 BME43  3   5.568690e-04 1.002040e-04
## 2382 South  214                BPC102  3   4.265352e-05 1.446055e-05
## 2383 South  214                 BS119  3   0.000000e+00 0.000000e+00
## 2384 South  214                 BSV26  3   1.126456e-04 5.081726e-05
## 2385 South  214                    C6  3   5.384053e-05 2.517080e-05
## 2386 South  214            Chlamydiia 15   1.050028e-04 1.639913e-05
## 2387 South  214           Chloroflexi  9   4.123080e-04 1.057771e-04
## 2388 South  214           Chloroplast  9   3.703670e-02 9.294391e-03
## 2389 South  214      Chthonomonadetes  6   2.925837e-06 4.532688e-06
## 2390 South  214             CK-1C4-19  3   0.000000e+00 0.000000e+00
## 2391 South  214            Clostridia 36   7.455533e-04 1.747987e-04
## 2392 South  214        Coriobacteriia  3   0.000000e+00 0.000000e+00
## 2393 South  214            Cytophagia 15   4.790765e-02 1.600014e-03
## 2394 South  214     Dehalococcoidetes  6   1.505680e-05 1.231095e-05
## 2395 South  214            Deinococci  9   4.089510e-02 1.914282e-03
## 2396 South  214   Deltaproteobacteria 78   3.072906e-02 1.439476e-03
## 2397 South  214             Ellin6529  3   5.118086e-05 1.039671e-05
## 2398 South  214         Elusimicrobia  3   9.875012e-05 2.705381e-05
## 2399 South  214          Endomicrobia  3   0.000000e+00 0.000000e+00
## 2400 South  214 Epsilonproteobacteria  6   1.278833e-04 1.382267e-04
## 2401 South  214       Erysipelotrichi  3   1.227086e-04 3.816381e-05
## 2402 South  214                   F38  3   0.000000e+00 0.000000e+00
## 2403 South  214         Fibrobacteria  6   5.535753e-05 4.694758e-05
## 2404 South  214        Flavobacteriia 12   4.044778e-02 2.668235e-03
## 2405 South  214         Fusobacteriia  9   8.127581e-05 5.136825e-06
## 2406 South  214   Gammaproteobacteria 96   1.118578e-01 6.899919e-04
## 2407 South  214                Gemm-1  3   3.681249e-05 1.910127e-05
## 2408 South  214                Gemm-3  3   0.000000e+00 0.000000e+00
## 2409 South  214      Gemmatimonadetes  9   4.509576e-03 5.411028e-04
## 2410 South  214           Gitt-GS-136  3   0.000000e+00 0.000000e+00
## 2411 South  214              GKS2-174  3   1.292647e-04 1.269030e-05
## 2412 South  214 Gloeobacterophycideae  3   0.000000e+00 0.000000e+00
## 2413 South  214                  GN05  3   4.897088e-06 8.482005e-06
## 2414 South  214                  GN15  3   9.285844e-06 8.077845e-06
## 2415 South  214            Holophagae  6   3.296587e-04 8.454927e-05
## 2416 South  214        Ignavibacteria  6   3.524817e-04 7.033148e-05
## 2417 South  214                 IIB17  3   3.586590e-05 2.070416e-06
## 2418 South  214                iii1-8  3   1.595291e-04 2.319266e-05
## 2419 South  214                koll11  3   0.000000e+00 0.000000e+00
## 2420 South  214                  KSB1  3   1.632363e-06 2.827335e-06
## 2421 South  214       Ktedonobacteria  3   0.000000e+00 0.000000e+00
## 2422 South  214             MB-A2-108  3   0.000000e+00 0.000000e+00
## 2423 South  214                   MCG  3   3.264725e-06 5.654670e-06
## 2424 South  214       Methanomicrobia  3   0.000000e+00 0.000000e+00
## 2425 South  214             ML635J-21  3   1.895699e-04 1.748316e-05
## 2426 South  214            Mollicutes  6   6.368007e-06 9.865274e-06
## 2427 South  214                 MSBL6  3   0.000000e+00 0.000000e+00
## 2428 South  214                MVP-15  3   1.926546e-05 1.910607e-05
## 2429 South  214                MVP-21  3   1.632363e-06 2.827335e-06
## 2430 South  214            Nitrospira  9   1.609872e-03 7.345991e-04
## 2431 South  214      Nostocophycideae 12   5.713726e-05 4.283296e-05
## 2432 South  214              NPL-UPA2  3   4.388756e-06 7.601548e-06
## 2433 South  214                 OM190  3   6.019777e-03 4.839379e-04
## 2434 South  214                   OP5  3   2.520586e-05 1.954738e-05
## 2435 South  214                 OP8_1  3   7.992369e-06 1.027937e-05
## 2436 South  214                 OP8_2  3   5.091470e-05 2.093882e-05
## 2437 South  214                 OPB41  3   3.264725e-06 5.654670e-06
## 2438 South  214                 OPB56  3   2.587130e-03 4.173563e-04
## 2439 South  214              Opitutae 12   6.598773e-04 8.468562e-05
## 2440 South  214                  OS-K  3   4.688083e-05 1.750164e-05
## 2441 South  214 Oscillatoriophycideae 18   1.293965e-03 4.691362e-04
## 2442 South  214                PBS-25  3   3.344840e-05 1.837072e-05
## 2443 South  214         Phycisphaerae  6   4.528776e-03 8.092039e-04
## 2444 South  214                  Pla3  3   1.883785e-05 8.536912e-06
## 2445 South  214        Planctomycetia 15   4.943619e-03 2.196765e-04
## 2446 South  214                PRR-11  3   2.430663e-04 6.510138e-05
## 2447 South  214                PRR-12  9   1.674788e-04 8.821369e-05
## 2448 South  214                  RB25  3   2.735720e-05 1.825035e-05
## 2449 South  214                  S085  3   0.000000e+00 0.000000e+00
## 2450 South  214              SAW1_B44  3   0.000000e+00 0.000000e+00
## 2451 South  214                SBRH58  3   3.264725e-06 5.654670e-06
## 2452 South  214                   SC3  3   6.190562e-06 5.385230e-06
## 2453 South  214                  SC72  3   1.469126e-05 2.544601e-05
## 2454 South  214               SHA-109  3   6.529450e-06 1.130934e-05
## 2455 South  214               SHA-114  3   0.000000e+00 0.000000e+00
## 2456 South  214                SHA-37  3   1.333571e-05 1.901543e-05
## 2457 South  214               SJA-176  3   4.727644e-06 4.905874e-06
## 2458 South  214                SJA-28  3   2.506044e-04 7.268918e-05
## 2459 South  214                 SJA-4  3   4.388756e-06 7.601548e-06
## 2460 South  214                  SL56  3   0.000000e+00 0.000000e+00
## 2461 South  214                SM1A07  3   1.221168e-05 1.118005e-05
## 2462 South  214                SM2F11  3   3.775643e-05 1.078413e-05
## 2463 South  214          Solibacteres 12   8.352461e-03 9.744063e-04
## 2464 South  214      Sphingobacteriia  9   1.409589e-02 2.554491e-03
## 2465 South  214          Spirochaetes  9   2.896516e-04 4.586267e-05
## 2466 South  214               Sva0725  3   1.073699e-03 6.647811e-04
## 2467 South  214 Synechococcophycideae 15   3.438011e-02 5.166392e-03
## 2468 South  214           Synergistia  3   0.000000e+00 0.000000e+00
## 2469 South  214                  TA18  3   2.049930e-03 7.977672e-04
## 2470 South  214                   TG3  9   5.280523e-05 1.100911e-05
## 2471 South  214       Thermoleophilia 15   4.591824e-05 1.583213e-05
## 2472 South  214        Thermomicrobia  3   5.342093e-05 2.981637e-05
## 2473 South  214        Thermoplasmata  3   0.000000e+00 0.000000e+00
## 2474 South  214                  TK10  6   6.368007e-06 9.865274e-06
## 2475 South  214                  TK17  3   2.659070e-05 3.808482e-05
## 2476 South  214                 TM7-1  3   9.757526e-04 1.505334e-04
## 2477 South  214                 TM7-3  3   3.474187e-05 1.146495e-05
## 2478 South  214                TSBW08  3   2.958662e-05 1.047647e-06
## 2479 South  214             vadinHA49  3   9.495822e-04 4.850858e-05
## 2480 South  214           VC2_1_Bac22  3   8.405814e-04 3.266421e-04
## 2481 South  214             Verruco-5 12   7.072638e-04 9.219433e-05
## 2482 South  214      Verrucomicrobiae  3   5.493034e-03 2.367490e-04
## 2483 South  214              WCHB1-64  3   0.000000e+00 0.000000e+00
## 2484 South  214                   ZB2  3   6.192856e-04 7.140076e-05
##                se           ci
## 1    0.000000e+00 0.000000e+00
## 2    0.000000e+00 0.000000e+00
## 3    5.876750e-03 1.355181e-02
## 4    0.000000e+00 0.000000e+00
## 5    6.878186e-06 2.959445e-05
## 6    9.877040e-07 2.538974e-06
## 7    3.096163e-05 7.958940e-05
## 8    1.975408e-06 5.077948e-06
## 9    0.000000e+00 0.000000e+00
## 10   3.974240e-05 8.384913e-05
## 11   2.714639e-06 1.168015e-05
## 12   6.342967e-03 1.462691e-02
## 13   2.562855e-05 5.909955e-05
## 14   2.188461e-05 9.416187e-05
## 15   3.581957e-06 1.541192e-05
## 16   1.717867e-05 7.391385e-05
## 17   5.064171e-06 2.178937e-05
## 18   3.074338e-05 1.322781e-04
## 19   4.673567e-06 2.010874e-05
## 20   1.494592e-03 3.044383e-03
## 21   0.000000e+00 0.000000e+00
## 22   2.226644e-04 5.134650e-04
## 23   1.557434e-05 3.113266e-05
## 24   2.953698e-03 5.894013e-03
## 25   1.719327e-04 3.586454e-04
## 26   2.198297e-03 9.458510e-03
## 27   3.376114e-06 1.452624e-05
## 28   2.357772e-06 4.802624e-06
## 29   7.060695e-04 1.451347e-03
## 30   4.242488e-06 1.825395e-05
## 31   3.097537e-04 1.332763e-03
## 32   0.000000e+00 0.000000e+00
## 33   8.440284e-06 3.631561e-05
## 34   1.886618e-03 3.810103e-03
## 35   1.068148e-04 4.595871e-04
## 36   4.685092e-06 2.015832e-05
## 37   0.000000e+00 0.000000e+00
## 38   5.579194e-05 2.400533e-04
## 39   4.841261e-05 2.083027e-04
## 40   1.719260e-05 3.687445e-05
## 41   3.032649e-05 6.993302e-05
## 42   3.285425e-03 7.576203e-03
## 43   5.663571e-06 1.455867e-05
## 44   2.770401e-05 1.192007e-04
## 45   4.077406e-05 8.277574e-05
## 46   0.000000e+00 0.000000e+00
## 47   5.125717e-03 1.099357e-02
## 48   9.877040e-07 2.538974e-06
## 49   4.130203e-03 9.524266e-03
## 50   1.370534e-04 2.729082e-04
## 51   2.756186e-04 1.185891e-03
## 52   1.561697e-06 6.719441e-06
## 53   0.000000e+00 0.000000e+00
## 54   1.382786e-05 3.554564e-05
## 55   6.811542e-06 2.930770e-05
## 56   0.000000e+00 0.000000e+00
## 57   2.495268e-05 6.414292e-05
## 58   9.323323e-03 2.052050e-02
## 59   6.848630e-06 1.579297e-05
## 60   2.416966e-03 4.798284e-03
## 61   3.419268e-05 1.471192e-04
## 62   0.000000e+00 0.000000e+00
## 63   1.202114e-04 2.772080e-04
## 64   6.246789e-06 2.687776e-05
## 65   6.660179e-05 2.865644e-04
## 66   0.000000e+00 0.000000e+00
## 67   0.000000e+00 0.000000e+00
## 68   2.414154e-05 1.038727e-04
## 69   3.672078e-05 9.439377e-05
## 70   4.339179e-05 1.115421e-04
## 71   0.000000e+00 0.000000e+00
## 72   4.752549e-05 2.044857e-04
## 73   6.246789e-06 2.687776e-05
## 74   0.000000e+00 0.000000e+00
## 75   4.685092e-06 2.015832e-05
## 76   4.685092e-06 2.015832e-05
## 77   4.685092e-06 2.015832e-05
## 78   0.000000e+00 0.000000e+00
## 79   4.377370e-05 1.883430e-04
## 80   1.290029e-05 3.316124e-05
## 81   0.000000e+00 0.000000e+00
## 82   0.000000e+00 0.000000e+00
## 83   0.000000e+00 0.000000e+00
## 84   9.382065e-05 2.163508e-04
## 85   6.390807e-05 1.406607e-04
## 86   0.000000e+00 0.000000e+00
## 87   6.180486e-04 2.659248e-03
## 88   2.118591e-06 9.115562e-06
## 89   1.790978e-06 7.705958e-06
## 90   2.118591e-06 9.115562e-06
## 91   1.147937e-05 4.939176e-05
## 92   1.526813e-04 6.569346e-04
## 93   1.171069e-04 2.577506e-04
## 94   6.824494e-06 2.936343e-05
## 95   1.575011e-04 3.322983e-04
## 96   1.561697e-06 6.719441e-06
## 97   3.418382e-04 8.787231e-04
## 98   6.770023e-06 2.912906e-05
## 99   1.418801e-03 3.043026e-03
## 100  4.994872e-05 2.149120e-04
## 101  1.284499e-05 2.962061e-05
## 102  1.561697e-05 6.719441e-05
## 103  3.617356e-06 1.556423e-05
## 104  0.000000e+00 0.000000e+00
## 105  0.000000e+00 0.000000e+00
## 106  9.618348e-06 4.138441e-05
## 107  0.000000e+00 0.000000e+00
## 108  0.000000e+00 0.000000e+00
## 109  0.000000e+00 0.000000e+00
## 110  5.429278e-06 2.336030e-05
## 111  5.429278e-06 2.336030e-05
## 112  6.241806e-05 2.685633e-04
## 113  1.405527e-05 6.047497e-05
## 114  0.000000e+00 0.000000e+00
## 115  0.000000e+00 0.000000e+00
## 116  9.669763e-06 4.160563e-05
## 117  9.702003e-04 2.135396e-03
## 118  6.946408e-04 1.601845e-03
## 119  7.861368e-05 1.812835e-04
## 120  4.864818e-05 2.093162e-04
## 121  1.822078e-03 3.907968e-03
## 122  0.000000e+00 0.000000e+00
## 123  8.157357e-04 3.509828e-03
## 124  2.709774e-06 6.248750e-06
## 125  2.568164e-05 5.508163e-05
## 126  1.674287e-04 7.203875e-04
## 127  0.000000e+00 0.000000e+00
## 128  1.975408e-06 5.077948e-06
## 129  6.963074e-06 2.995969e-05
## 130  6.295327e-04 2.708660e-03
## 131  3.165882e-05 1.362169e-04
## 132  2.179151e-05 9.376132e-05
## 133  1.456775e-05 6.267997e-05
## 134  2.491063e-06 1.071818e-05
## 135  3.665907e-05 8.068606e-05
## 136  3.392800e-04 1.459804e-03
## 137  3.123394e-06 1.343888e-05
## 138  3.163000e-04 1.360929e-03
## 139  0.000000e+00 0.000000e+00
## 140  0.000000e+00 0.000000e+00
## 141  2.044586e-03 4.714823e-03
## 142  1.588757e-06 4.084030e-06
## 143  2.316155e-05 9.965611e-05
## 144  1.387875e-06 3.567647e-06
## 145  2.752295e-06 7.074999e-06
## 146  0.000000e+00 0.000000e+00
## 147  0.000000e+00 0.000000e+00
## 148  2.079493e-05 4.387347e-05
## 149  1.215095e-06 5.228131e-06
## 150  6.712495e-03 1.547904e-02
## 151  2.674999e-05 6.168559e-05
## 152  7.188019e-06 3.092755e-05
## 153  0.000000e+00 0.000000e+00
## 154  2.512045e-06 1.080846e-05
## 155  1.212097e-05 5.215233e-05
## 156  2.356464e-04 1.013904e-03
## 157  2.175880e-06 9.362056e-06
## 158  1.430609e-03 2.914055e-03
## 159  0.000000e+00 0.000000e+00
## 160  1.011001e-03 2.331372e-03
## 161  1.771109e-05 3.540396e-05
## 162  1.565117e-03 3.123142e-03
## 163  3.504839e-05 7.310966e-05
## 164  1.044971e-03 4.496148e-03
## 165  3.087249e-06 1.328336e-05
## 166  2.217945e-06 4.517806e-06
## 167  3.016165e-05 6.199815e-05
## 168  4.630873e-06 1.992504e-05
## 169  6.919812e-04 2.977355e-03
## 170  0.000000e+00 0.000000e+00
## 171  5.602092e-06 2.410386e-05
## 172  5.123066e-03 1.034624e-02
## 173  2.734827e-05 1.176701e-04
## 174  0.000000e+00 0.000000e+00
## 175  0.000000e+00 0.000000e+00
## 176  0.000000e+00 0.000000e+00
## 177  1.543624e-06 6.641680e-06
## 178  2.139874e-05 4.589572e-05
## 179  1.229939e-05 2.836244e-05
## 180  1.195503e-03 2.756835e-03
## 181  0.000000e+00 0.000000e+00
## 182  6.617262e-06 2.847178e-05
## 183  9.402406e-06 1.908790e-05
## 184  3.087249e-06 1.328336e-05
## 185  2.237984e-03 4.799999e-03
## 186  0.000000e+00 0.000000e+00
## 187  4.474445e-03 1.031809e-02
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## 1886 1.621290e-05 6.975847e-05
## 1887 1.019678e-05 2.244295e-05
## 1888 4.079218e-06 1.755146e-05
## 1889 2.235516e-05 4.716527e-05
## 1890 4.079218e-06 1.755146e-05
## 1891 5.441459e-05 1.398772e-04
## 1892 0.000000e+00 0.000000e+00
## 1893 8.678432e-04 1.861339e-03
## 1894 8.259210e-06 3.553651e-05
## 1895 0.000000e+00 0.000000e+00
## 1896 0.000000e+00 0.000000e+00
## 1897 0.000000e+00 0.000000e+00
## 1898 0.000000e+00 0.000000e+00
## 1899 0.000000e+00 0.000000e+00
## 1900 1.359739e-06 5.850487e-06
## 1901 0.000000e+00 0.000000e+00
## 1902 0.000000e+00 0.000000e+00
## 1903 0.000000e+00 0.000000e+00
## 1904 3.702346e-06 1.592991e-05
## 1905 0.000000e+00 0.000000e+00
## 1906 4.063179e-06 1.748245e-05
## 1907 2.719479e-06 1.170097e-05
## 1908 3.957434e-06 1.702746e-05
## 1909 0.000000e+00 0.000000e+00
## 1910 5.233858e-06 2.251948e-05
## 1911 1.625744e-03 3.578238e-03
## 1912 4.575741e-04 1.055168e-03
## 1913 1.132173e-06 2.610795e-06
## 1914 6.228774e-06 2.680025e-05
## 1915 2.602807e-04 5.582466e-04
## 1916 0.000000e+00 0.000000e+00
## 1917 5.682345e-04 2.444916e-03
## 1918 6.798697e-07 1.567782e-06
## 1919 3.799625e-05 8.149384e-05
## 1920 4.966157e-05 2.136765e-04
## 1921 0.000000e+00 0.000000e+00
## 1922 0.000000e+00 0.000000e+00
## 1923 0.000000e+00 0.000000e+00
## 1924 7.420609e-04 3.192830e-03
## 1925 2.155292e-05 9.273474e-05
## 1926 0.000000e+00 0.000000e+00
## 1927 3.736486e-06 1.607680e-05
## 1928 2.355488e-06 1.013485e-05
## 1929 1.805387e-06 3.973630e-06
## 1930 3.926596e-04 1.689478e-03
## 1931 2.719479e-06 1.170097e-05
## 1932 1.585584e-04 6.822215e-04
## 1933 0.000000e+00 0.000000e+00
## 1934 0.000000e+00 0.000000e+00
## 1935 6.829027e-04 1.574776e-03
## 1936 9.848387e-07 2.531608e-06
## 1937 5.657933e-06 2.434412e-05
## 1938 0.000000e+00 0.000000e+00
## 1939 2.129949e-06 5.475208e-06
## 1940 4.052908e-06 1.041833e-05
## 1941 0.000000e+00 0.000000e+00
## 1942 1.021149e-04 2.154437e-04
## 1943 4.552313e-06 1.958702e-05
## 1944 6.655215e-04 1.534695e-03
## 1945 3.546753e-05 8.178827e-05
## 1946 1.485885e-05 6.393248e-05
## 1947 0.000000e+00 0.000000e+00
## 1948 0.000000e+00 0.000000e+00
## 1949 4.671500e-06 2.009984e-05
## 1950 1.288180e-06 5.542591e-06
## 1951 4.626505e-06 1.990624e-05
## 1952 4.806204e-04 9.789917e-04
## 1953 0.000000e+00 0.000000e+00
## 1954 1.373016e-04 3.166182e-04
## 1955 1.076957e-04 2.152807e-04
## 1956 5.677182e-04 1.132864e-03
## 1957 3.982589e-05 8.307536e-05
## 1958 5.669210e-05 2.439264e-04
## 1959 0.000000e+00 0.000000e+00
## 1960 7.208094e-07 1.468241e-06
## 1961 2.043322e-05 4.200109e-05
## 1962 0.000000e+00 0.000000e+00
## 1963 9.273999e-04 3.990280e-03
## 1964 0.000000e+00 0.000000e+00
## 1965 0.000000e+00 0.000000e+00
## 1966 7.507561e-04 1.516183e-03
## 1967 3.230011e-06 1.389762e-05
## 1968 0.000000e+00 0.000000e+00
## 1969 0.000000e+00 0.000000e+00
## 1970 1.288180e-06 5.542591e-06
## 1971 0.000000e+00 0.000000e+00
## 1972 8.097331e-06 1.736705e-05
## 1973 1.159243e-05 2.673220e-05
## 1974 1.029429e-03 2.373869e-03
## 1975 0.000000e+00 0.000000e+00
## 1976 0.000000e+00 0.000000e+00
## 1977 9.314589e-06 1.890962e-05
## 1978 0.000000e+00 0.000000e+00
## 1979 4.941812e-04 1.059913e-03
## 1980 0.000000e+00 0.000000e+00
## 1981 2.975109e-04 6.860614e-04
## 1982 9.099977e-05 1.812037e-04
## 1983 8.406058e-06 3.616835e-05
## 1984 0.000000e+00 0.000000e+00
## 1985 0.000000e+00 0.000000e+00
## 1986 3.429337e-06 8.815390e-06
## 1987 7.264595e-06 3.125703e-05
## 1988 3.285914e-05 1.413815e-04
## 1989 8.147166e-07 2.094296e-06
## 1990 1.323509e-04 2.913024e-04
## 1991 5.004152e-06 1.153960e-05
## 1992 1.293404e-03 2.567731e-03
## 1993 1.288180e-05 5.542591e-05
## 1994 0.000000e+00 0.000000e+00
## 1995 2.068973e-04 4.771060e-04
## 1996 2.576360e-06 1.108518e-05
## 1997 4.491766e-05 1.932651e-04
## 1998 0.000000e+00 0.000000e+00
## 1999 0.000000e+00 0.000000e+00
## 2000 0.000000e+00 0.000000e+00
## 2001 5.286210e-08 1.358864e-07
## 2002 3.811037e-06 9.796583e-06
## 2003 0.000000e+00 0.000000e+00
## 2004 1.288180e-06 5.542591e-06
## 2005 0.000000e+00 0.000000e+00
## 2006 0.000000e+00 0.000000e+00
## 2007 0.000000e+00 0.000000e+00
## 2008 1.284924e-06 5.528580e-06
## 2009 0.000000e+00 0.000000e+00
## 2010 0.000000e+00 0.000000e+00
## 2011 3.114333e-06 1.339990e-05
## 2012 0.000000e+00 0.000000e+00
## 2013 0.000000e+00 0.000000e+00
## 2014 2.563284e-06 1.102892e-05
## 2015 0.000000e+00 0.000000e+00
## 2016 7.101880e-05 1.637696e-04
## 2017 6.605512e-05 1.453863e-04
## 2018 0.000000e+00 0.000000e+00
## 2019 5.089763e-04 2.189948e-03
## 2020 0.000000e+00 0.000000e+00
## 2021 0.000000e+00 0.000000e+00
## 2022 0.000000e+00 0.000000e+00
## 2023 3.409446e-06 1.466966e-05
## 2024 7.569233e-06 3.256778e-05
## 2025 9.584184e-06 2.109465e-05
## 2026 2.563284e-06 1.102892e-05
## 2027 2.918811e-05 6.158153e-05
## 2028 0.000000e+00 0.000000e+00
## 2029 5.383977e-05 1.383995e-04
## 2030 0.000000e+00 0.000000e+00
## 2031 1.102360e-04 2.364327e-04
## 2032 4.494395e-06 1.933782e-05
## 2033 0.000000e+00 0.000000e+00
## 2034 2.576360e-06 1.108518e-05
## 2035 0.000000e+00 0.000000e+00
## 2036 2.576360e-06 1.108518e-05
## 2037 0.000000e+00 0.000000e+00
## 2038 0.000000e+00 0.000000e+00
## 2039 0.000000e+00 0.000000e+00
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## 2041 0.000000e+00 0.000000e+00
## 2042 0.000000e+00 0.000000e+00
## 2043 0.000000e+00 0.000000e+00
## 2044 3.463183e-06 1.490087e-05
## 2045 0.000000e+00 0.000000e+00
## 2046 0.000000e+00 0.000000e+00
## 2047 0.000000e+00 0.000000e+00
## 2048 3.445624e-06 1.482532e-05
## 2049 3.425255e-04 7.538936e-04
## 2050 3.235592e-04 7.461289e-04
## 2051 1.161604e-05 2.678664e-05
## 2052 9.638701e-06 4.147198e-05
## 2053 1.223924e-04 2.625057e-04
## 2054 0.000000e+00 0.000000e+00
## 2055 2.910689e-04 1.252368e-03
## 2056 3.204105e-06 7.388680e-06
## 2057 3.703863e-05 7.943995e-05
## 2058 8.272862e-04 3.559525e-03
## 2059 0.000000e+00 0.000000e+00
## 2060 0.000000e+00 0.000000e+00
## 2061 0.000000e+00 0.000000e+00
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## 2063 1.432445e-05 6.163315e-05
## 2064 2.563284e-06 1.102892e-05
## 2065 3.354029e-06 1.443122e-05
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## 2067 1.012275e-06 2.228001e-06
## 2068 2.670632e-04 1.149080e-03
## 2069 0.000000e+00 0.000000e+00
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## 2071 0.000000e+00 0.000000e+00
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## 2079 0.000000e+00 0.000000e+00
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## 2082 1.977193e-03 4.559416e-03
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## 2085 0.000000e+00 0.000000e+00
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## 2087 8.031754e-06 3.455785e-05
## 2088 6.776578e-06 2.915726e-05
## 2089 1.498117e-05 6.445876e-05
## 2090 6.297004e-05 1.282658e-04
## 2091 0.000000e+00 0.000000e+00
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## 2093 8.757451e-06 1.750590e-05
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## 2096 3.505964e-04 1.508495e-03
## 2097 0.000000e+00 0.000000e+00
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## 2100 0.000000e+00 0.000000e+00
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## 2106 1.496325e-06 6.438167e-06
## 2107 4.589409e-06 1.974663e-05
## 2108 8.439632e-06 3.631280e-05
## 2109 0.000000e+00 0.000000e+00
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## 2111 5.219369e-06 1.203589e-05
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## 2316 0.000000e+00 0.000000e+00
## 2317 0.000000e+00 0.000000e+00
## 2318 8.971799e-06 1.139975e-04
## 2319 2.021713e-06 2.568830e-05
## 2320 4.062849e-05 5.162340e-04
## 2321 0.000000e+00 0.000000e+00
## 2322 4.043426e-06 5.137660e-05
## 2323 0.000000e+00 0.000000e+00
## 2324 2.381451e-05 3.025920e-04
## 2325 1.005498e-04 2.377625e-04
## 2326 5.062408e-04 1.301333e-03
## 2327 1.978801e-06 5.086669e-06
## 2328 3.611459e-04 4.588793e-03
## 2329 3.058086e-04 6.917872e-04
## 2330 0.000000e+00 0.000000e+00
## 2331 1.576436e-04 2.003051e-03
## 2332 0.000000e+00 0.000000e+00
## 2333 5.621474e-06 1.271666e-05
## 2334 1.266253e-06 1.608927e-05
## 2335 0.000000e+00 0.000000e+00
## 2336 1.495393e-06 4.759008e-06
## 2337 9.475439e-06 1.203969e-04
## 2338 1.251162e-04 1.589752e-03
## 2339 3.475043e-06 4.415461e-05
## 2340 5.683833e-07 7.221995e-06
## 2341 9.071097e-05 1.152592e-03
## 2342 3.792322e-05 4.818602e-04
## 2343 3.008142e-05 7.113127e-05
## 2344 2.649249e-04 3.366191e-03
## 2345 1.010857e-05 1.284415e-04
## 2346 1.989771e-04 2.528243e-03
## 2347 4.027481e-06 1.035297e-05
## 2348 0.000000e+00 0.000000e+00
## 2349 2.625077e-04 6.053439e-04
## 2350 7.006788e-06 1.801152e-05
## 2351 2.295269e-05 9.875747e-05
## 2352 1.433974e-05 3.686148e-05
## 2353 1.244211e-05 3.198345e-05
## 2354 6.119239e-06 1.573000e-05
## 2355 3.264725e-06 1.404698e-05
## 2356 7.659345e-05 1.615981e-04
## 2357 6.529450e-06 2.809396e-05
## 2358 1.785036e-03 4.116301e-03
## 2359 4.900576e-05 1.130075e-04
## 2360 2.752587e-05 1.184343e-04
## 2361 0.000000e+00 0.000000e+00
## 2362 4.582098e-06 1.971518e-05
## 2363 1.076986e-05 4.633895e-05
## 2364 5.959946e-05 2.564358e-04
## 2365 6.704693e-06 2.884796e-05
## 2366 2.643612e-05 5.384861e-05
## 2367 8.161813e-06 3.511745e-05
## 2368 3.329816e-04 7.678568e-04
## 2369 5.721105e-06 1.143633e-05
## 2370 9.386353e-04 1.873018e-03
## 2371 1.380033e-06 2.878698e-06
## 2372 2.682640e-04 1.154247e-03
## 2373 0.000000e+00 0.000000e+00
## 2374 8.161813e-07 1.662507e-06
## 2375 5.129623e-05 1.054409e-04
## 2376 1.462919e-06 6.294431e-06
## 2377 2.752215e-04 1.184183e-03
## 2378 4.304300e-06 1.851991e-05
## 2379 1.770524e-05 7.617952e-05
## 2380 5.444398e-04 1.099518e-03
## 2381 5.785283e-05 2.489206e-04
## 2382 8.348802e-06 3.592200e-05
## 2383 0.000000e+00 0.000000e+00
## 2384 2.933936e-05 1.262371e-04
## 2385 1.453237e-05 6.252773e-05
## 2386 4.234237e-06 9.081534e-06
## 2387 3.525902e-05 8.130745e-05
## 2388 3.098130e-03 7.144301e-03
## 2389 1.850462e-06 4.756764e-06
## 2390 0.000000e+00 0.000000e+00
## 2391 2.913311e-05 5.914337e-05
## 2392 0.000000e+00 0.000000e+00
## 2393 4.131218e-04 8.860582e-04
## 2394 5.025925e-06 1.291955e-05
## 2395 6.380940e-04 1.471447e-03
## 2396 1.629886e-04 3.245517e-04
## 2397 6.002544e-06 2.582686e-05
## 2398 1.561952e-05 6.720538e-05
## 2399 0.000000e+00 0.000000e+00
## 2400 5.643080e-05 1.450600e-04
## 2401 2.203389e-05 9.480416e-05
## 2402 0.000000e+00 0.000000e+00
## 2403 1.916627e-05 4.926846e-05
## 2404 7.702531e-04 1.695316e-03
## 2405 1.712275e-06 3.948513e-06
## 2406 7.042201e-05 1.398054e-04
## 2407 1.102812e-05 4.745019e-05
## 2408 0.000000e+00 0.000000e+00
## 2409 1.803676e-04 4.159284e-04
## 2410 0.000000e+00 0.000000e+00
## 2411 7.326750e-06 3.152446e-05
## 2412 0.000000e+00 0.000000e+00
## 2413 4.897088e-06 2.107047e-05
## 2414 4.663746e-06 2.006648e-05
## 2415 3.451709e-05 8.872902e-05
## 2416 2.871271e-05 7.380836e-05
## 2417 1.195355e-06 5.143200e-06
## 2418 1.339029e-05 5.761376e-05
## 2419 0.000000e+00 0.000000e+00
## 2420 1.632363e-06 7.023489e-06
## 2421 0.000000e+00 0.000000e+00
## 2422 0.000000e+00 0.000000e+00
## 2423 3.264725e-06 1.404698e-05
## 2424 0.000000e+00 0.000000e+00
## 2425 1.009391e-05 4.343058e-05
## 2426 4.027481e-06 1.035297e-05
## 2427 0.000000e+00 0.000000e+00
## 2428 1.103089e-05 4.746210e-05
## 2429 1.632363e-06 7.023489e-06
## 2430 2.448664e-04 5.646628e-04
## 2431 1.236481e-05 2.721477e-05
## 2432 4.388756e-06 1.888329e-05
## 2433 2.794017e-04 1.202168e-03
## 2434 1.128569e-05 4.855839e-05
## 2435 5.934795e-06 2.553536e-05
## 2436 1.208903e-05 5.201491e-05
## 2437 3.264725e-06 1.404698e-05
## 2438 2.409608e-04 1.036771e-03
## 2439 2.444663e-05 5.380668e-05
## 2440 1.010458e-05 4.347649e-05
## 2441 1.105765e-04 2.332960e-04
## 2442 1.060634e-05 4.563539e-05
## 2443 3.303561e-04 8.492074e-04
## 2444 4.928788e-06 2.120686e-05
## 2445 5.672022e-05 1.216528e-04
## 2446 3.758630e-05 1.617208e-04
## 2447 2.940456e-05 6.780705e-05
## 2448 1.053684e-05 4.533638e-05
## 2449 0.000000e+00 0.000000e+00
## 2450 0.000000e+00 0.000000e+00
## 2451 3.264725e-06 1.404698e-05
## 2452 3.109164e-06 1.337765e-05
## 2453 1.469126e-05 6.321140e-05
## 2454 6.529450e-06 2.809396e-05
## 2455 0.000000e+00 0.000000e+00
## 2456 1.097856e-05 4.723695e-05
## 2457 2.832408e-06 1.218687e-05
## 2458 4.196712e-05 1.805699e-04
## 2459 4.388756e-06 1.888329e-05
## 2460 0.000000e+00 0.000000e+00
## 2461 6.454807e-06 2.777279e-05
## 2462 6.226222e-06 2.678927e-05
## 2463 2.812869e-04 6.191082e-04
## 2464 8.514971e-04 1.963556e-03
## 2465 1.528756e-05 3.525317e-05
## 2466 3.838115e-04 1.651408e-03
## 2467 1.333957e-03 2.861053e-03
## 2468 0.000000e+00 0.000000e+00
## 2469 4.605911e-04 1.981764e-03
## 2470 3.669703e-06 8.462350e-06
## 2471 4.087839e-06 8.767543e-06
## 2472 1.721449e-05 7.406798e-05
## 2473 0.000000e+00 0.000000e+00
## 2474 4.027481e-06 1.035297e-05
## 2475 2.198828e-05 9.460793e-05
## 2476 8.691052e-05 3.739458e-04
## 2477 6.619292e-06 2.848052e-05
## 2478 6.048593e-07 2.602500e-06
## 2479 2.800644e-05 1.205020e-04
## 2480 1.885869e-04 8.114240e-04
## 2481 2.661421e-05 5.857748e-05
## 2482 1.366871e-04 5.881170e-04
## 2483 0.000000e+00 0.000000e+00
## 2484 4.122325e-05 1.773693e-04

p <- ggplot(biom.relabund.all.classes.class.est, aes(x=Date, y=ClassAbundance, color = Site)) + geom_point() +  geom_errorbar(aes(ymin=ClassAbundance-se, ymax=ClassAbundance+se)) +  geom_line() + facet_wrap(~Class, ncol = 3, scales="free_y")
p + theme_bw() + theme(axis.text.x = element_text(size = 10, angle = 45, hjust=1),axis.text.y = element_text(size = 10))